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Assuming you dont just listen to the sk soundtrack all the time.. What music do you listen to while playing?
Music I listen too:
not well known:
- T+pazolite
- Touhou soundtracks
- Vocaloid (preferably Hatsune Miku, Megurine Luka, AI
mainstream: *insert every radio song here*
Summary: bit of every genre
yes tohou. vocaloid is strange.(popopopopopopopopopopopopoppoppp WHEEEEEEEEeeeeeeeeeEe..)
trap, dubstep. makes the game moar intense
Sometimes I'll just turn down the game music and keep other sounds on then open the steam music thingy. Typically I'll just put it on shuffle with other game soundtracks that I have (Binding of Isaac, Payday 2, I Am Bread - which is stupidly fitting for whatever reason), or occasionally I'll play single songs on loop or listen to shuffled playlists of the schnuffel bunny.
I don't even ever listen to the SK music, my sound is usually off. Actually, I barely listen to any music (on purpose) throughout the day...For some reason I find it hilarious to listen to Green Day while playing SK (or while doing anything really, except reading or I get distracted) You know what, never mind, I don't listen to music that much because:
1. I have really weird tastes, in music and everything else. So I don't have a favorite genre/band/singer/songwriter/etc.
2. It seems that I can get distracted from the game really easily...
I would appreciate it if you guys could recommend some music :3
Krakob, is "question mark" reserved for the best song EVER?
No, it's reserved for Final Fantasy VII - Voices of the Lifestream which has broken metadata I can't be arsed to fix.
I do have a playlist of favorite things to sing/hum to from time to time. But to make things simple for me, here are some simple go-to things I play when I don't feel like opening Media Monkey.
Thanks for posting listenonrepeat (had no idea it was an app)! Only problem I have is that the music I listen to sometimes is also on games and listenonrepeat takes youtube videos so you hear the SFX of the game too.
EDIT: found out you can delete tracks.
You're welcome
Is another site I use occasionally to make repeatable youtube playlists
Unfortunately, It doesn't carry any moblie apps.
I'll add in another song because topic
What will we do with the drunken whaler
What will we do with the drunken whaler
What will we do with the drunken whaler
Early in the morning
Wey! Hey! And up she rises
Wey! Hey! And up she rises
Wey! Hey! And up she rises
Early in the morning
Stuff him in a sack and throw him over
Stuff him in a sack and throw him over
Stuff him in a sack and throw him over
Early in the morning
Feed him to the hungry rats for dinner
Feed him to the hungry rats for dinner
Feed him to the hungry rats for dinner
Early in the morning
Wey! Hey! And up she rises
Wey! Hey! And up she rises
Wey! Hey! And up she rises
Early in the morning
Shoot him in the heart with a loaded pistol
Shoot him in the heart with a loaded pistol
Shoot him in the heart with a loaded pistol
Early in the morning
Slice his throat with a rusty cleaver
Slice his throat with a rusty cleaver
Slice his throat with a rusty cleaver
Early in the morning
Wey! Hey! And up she rises
Wey! Hey! And up she rises
Wey! Hey! And up she rises
Early in the morning
This is a song from
a videogame called
There is also a mp3
version of this song,
you can get it from
the official website.
wikipedia article:
I feel I can't share any music here because it asks about what music I listen to while playing SK and I can't make a separate thread because this thread is called Music.
Please fix this. ;_;
You can post any music you listen to if you want. I'm having some problems with my account so i cant edit the main post rn.
Oh, I'm assuming you're having the same "issues" as Sonosuke, Autofire, etc.?
And thank you for the music everyone! (even though the music wasn't really directed at me).
https://plug.dj/ is a nice site to go to to listen to your music playlist without interruptions. You can make your own room and listen privately or invite your friends to join you.
I'll just post my room here if anyone's interested. https://plug.dj/985982393863024782
I've been listening to a lot of Waterflame recently, some of my favorites so far are Electroman Adventures V2, Super Battletrain, and Village Up North.
I haven't listened to them all yet, but I would bet a billion dollars that there's no such thing as a bad Waterflame song, if I had a billion dollars.
Just heard the Bastion Soundtrack for the first time and i've got to say it's pretty awesome.
on the topic of music...
does anybody know where I can find the music for this game?
I have seen/found a ton of remixes but I can't seem too find the originals
I don't know why, but for some reason I am obsessed with Two Steps From Hell - Protectors of The Earth and Nightcore - Avicii The Nights. I also like the Pacific Rim theme.
Xteri - It's available on iTunes, not for free though. There's also a ton of songs on Youtube, I think most, if not all of the soundtrack is hosted here: https://www.youtube.com/watch?v=k7P4NGFwk4Y
While I usually listen to the SK soundtrack, there are times where I'm craving something else... and lately I've been mostly listening to other video game music. :T Been on a huge NES kick, with tracks from Kirby's Adventure, Gimmick!, and Ufouria. I also have like 27 hours of Sega Genesis music in a playlist in Winamp but I haven't fiddled with that in a while. It's always fun listening to soundtracks on shuffle and a boss theme comes up right as you're descending to Vanaduke. >:3
ah, and earlier today: I discovered the Infinite Jukebox!
Lets you listen to a song for hoursss. Literally. If you keep it in another window it'll continue playing, whereas keeping it in another tab will cause the song to stop. Some songs work better than others but I popped in Dangerous by Big Data and it was four hours of bliss.
Since this is a thread about music, anyone into any rhythm based games? A few rhythm games are:
- Dance Dance Revolution
- Reflec Beat (no typo, it's actually how it's spelled)
- Hatsune miku: Project Diva
I enjoy playing some Guitar Hero every once in a while. Honestly it's a lot like playing a real instrument in the way that I've done it for so many years and it's that kind of thing you just don't get bad at because you leave it be for a few months or even a year. I can at any time pick up a guitar and beat some pretty intense songs without any big problems. I should probably learn to play guitar or bass for real though, but I have a hard time finding motivation for that.
As for the games you listed, Faeyd, I don't really enjoy that kind of music. Metal is where it's at C:
If GH3 wasn't around, how would people know about Slash (aside from documentaries on VH1)?
I figured that you Krakob were into the Metal genre due to your list up there, but what subgenre do you like most?
I don't really have one favourite genre, I usually listen to a few unrelated bands for a month or so and then move on to other ones for a while. Either way, I guess my favourite genres are:
- Death (e.g. Carcass, Amon Amarth, The Berzerker)
- Gothic (e.g. Lacuna Coil, Tristania)
- Stoner (e.g. Spiritual Beggars, Kyuss, Electric Wizard)
You listen to metal yourself? I could ask you the same question.
As for Slash, yeah I'd have little idea of who he were unless it were for GH3 hahaha
I listen to metal also. For bands, some are not to be mentioned on this forums So:
- A.C. (acronym because forum rules and stuff) I'm sure you can guess though
- Mortician
- Slayer [Thrash]
- Megadeath
- Metallica (Enter Sandman was on another game titled Rock Band yea?) [Thrash]
I liked Guitar Hero until my PS2 died (RIP). Now I've go gone thr 1 PS3 (fat) failure.
Haven't posted here in a while but i wanted to share this song with you guys- https://youtu.be/P0YiWsAM0O8?t=20
Any song from Pokemon Mystery Dungeon.


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31st MEU Marines Disembark USS Bonhomme Richard
The forward-deployed amphibious assault ship USS Bonhomme Richard (LHD 6) offloaded Marines from the 31st Marine Expeditionary Unit (MEU) after conducting joint-force operations in the U.S. 7th Fleet Area of Responsibility, Sept. 25.
During the patrol Bonhomme Richard and the 31st MEU participated in Exercise Talisman Saber 2013 and Exercise Koolendong 2013 (EK 13) with their counterparts in the Royal Australian military.
"Working alongside our counterparts from the 31st MEU has been great," said USS Bonhomme Richard Commanding Officer Capt. Daniel Dusek. "During this patrol we were able to conduct valuable training with the MEU as well as our Australian allies."
This patrol also featured the first time the MV-22 Osprey tiltrotor aircraft, assigned to Marine Medium Tiltrotor Squadron 265, embarked as part of the ACE for their first forward-deployed patrol with Bonhomme Richard.
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Press Release, September 26, 2013
2 thoughts on "31st MEU Marines Disembark USS Bonhomme Richard"
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Dismantlement of fixed engines during the annual close season for salmon and trout.
128.—(1) During the annual close season for salmon and trout—
(a) every bag net and stake net shall be removed from the poles or fixtures to which it is attached and carried away,
(b) there shall be made and maintained in every fixed engine (other than a bag net or a stake net) a clear opening of four feet in width in the heads, traps, eyes or gaps from the top to the bottom thereof so as to allow the free passage of all fish through them and effectually to prevent the taking of fish therein.
(2) If in respect of any fixed engine the provisions of subsection (1) of this section are not complied with, the occupier thereof shall be guilty of an offence under this section and shall be liable on summary conviction thereof to a fine not exceeding fifty pounds and, in the case of a continuing offence, a further fine not exceeding five pounds for every day during which the offence is continued.
(3) Where a person is convicted of an offence under this section, the fixed engine in respect of which the offence was committed shall, as a statutory consequence of conviction, stand forfeited.
(4) Nothing in subsection (2) of this section shall be construed as rendering liable to any penalty any person who was prevented by floods, storm or stress of weather from removing the things mentioned in paragraph (a) of subsection (1) of this section during the continuance of such prevention.
(5) Where the predecessor in title of any person was on the 10th day of August, 1842, lawfully entitled by charter or prescriptive right to use any fixed engine in the tideway of a river for the purpose of catching white sea fish, the provisions of subsection (1) of this section shall not apply in respect of such fixed engine if it is used for the said purpose and no other.


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This text was copied from Wikipedia on 23 March 2020 at 6:02AM.
Henry Cooke (c. 1616 – 13 July 1672) commonly known as Captain Cooke, was an English composer, choirmaster and singer. He was a boy chorister in the Chapel Royal and by the outbreak of the English Civil War was a Gentleman of the Chapel Royal.[1] He joined the Royalist cause, in the service of which he rose to the rank of Captain. With the Restoration of Charles II he returned to the Chapel Royal as Master of the Children and was responsible for the rebuilding of the Chapel and the introduction of instrumental music into the services. The choristers in his charge included his successor and eventual son-in-law Pelham Humfrey, as well as Henry Purcell and John Blow.
On reconstituting the choir of the Chapel Royal, Dussuaze states:.mw-parser-output .templatequote{overflow:hidden;margin:1em 0;padding:0 40px}.mw-parser-output .templatequote .templatequotecite{line-height:1.5em;text-align:left;padding-left:1.6em;margin-top:0}
A year after the opening of his Majesty's Chapel, the orderers of the music were "necessitated to supply superior parts of the music with cornets and men's feigned voices, there being not one lad for all that time capable of singing his part readily." The conditions soon became better under Cooke's management. On the 23rd of February, 1660-1, Pepys mentions Cooke and his boy, apparently Pelham Humfrey, whom he heard make a trial of an anthem for the following day. By November, 1663, the first set was properly trained, and Cooke had already obtained remarkable results. On the 22nd Humfrey's first anthem, "Have Mercy upon Me, O God," was sung in his Majesty's Chapel, and Pepys remarks: "They say there are four or five of them that can do so much"; the other four being probably Smith, Blow, Michael Wise, and Tudway or Turner.
Cooke was one of the five English composers who created music for Sir William Davenant's The Siege of Rhodes (1656), often called the first English opera.
- Scholes, Percy (1970). Ward, John Owen (ed.). The Oxford Companion to Music. Oxford University Press..mw-parser-output cite.citation{font-style:inherit}.mw-parser-output .citation q{quotes:"\"""\"""'""'"}.mw-parser-output .id-lock-free a,.mw-parser-output .citation .cs1-lock-free a{background:url("//upload.wikimedia.org/wikipedia/commons/thumb/6/65/Lock-green.svg/9px-Lock-green.svg.png")no-repeat;background-position:right .1em center}.mw-parser-output .id-lock-limited a,.mw-parser-output .id-lock-registration a,.mw-parser-output .citation .cs1-lock-limited a,.mw-parser-output .citation .cs1-lock-registration a{background:url("//upload.wikimedia.org/wikipedia/commons/thumb/d/d6/Lock-gray-alt-2.svg/9px-Lock-gray-alt-2.svg.png")no-repeat;background-position:right .1em center}.mw-parser-output .id-lock-subscription a,.mw-parser-output .citation .cs1-lock-subscription a{background:url("//upload.wikimedia.org/wikipedia/commons/thumb/a/aa/Lock-red-alt-2.svg/9px-Lock-red-alt-2.svg.png")no-repeat;background-position:right .1em center}.mw-parser-output .cs1-subscription,.mw-parser-output .cs1-registration{color:#555}.mw-parser-output .cs1-subscription span,.mw-parser-output .cs1-registration span{border-bottom:1px dotted;cursor:help}.mw-parser-output .cs1-ws-icon a{background:url("//upload.wikimedia.org/wikipedia/commons/thumb/4/4c/Wikisource-logo.svg/12px-Wikisource-logo.svg.png")no-repeat;background-position:right .1em center}.mw-parser-output code.cs1-code{color:inherit;background:inherit;border:inherit;padding:inherit}.mw-parser-output .cs1-hidden-error{display:none;font-size:100%}.mw-parser-output .cs1-visible-error{font-size:100%}.mw-parser-output .cs1-maint{display:none;color:#33aa33;margin-left:0.3em}.mw-parser-output .cs1-subscription,.mw-parser-output .cs1-registration,.mw-parser-output .cs1-format{font-size:95%}.mw-parser-output .cs1-kern-left,.mw-parser-output .cs1-kern-wl-left{padding-left:0.2em}.mw-parser-output .cs1-kern-right,.mw-parser-output .cs1-kern-wl-right{padding-right:0.2em}
- ^ "Henry Cooke". Encyclopædia Britannica, inc.
- ^ Henri Dussuaze (1911), Captain Cooke and his choir-boys, p. 27
- ^ Cooper, Barry (16 July 2009). Child Composers and Their Works: A Historical Survey. Scarecrow Press. p. 79. ISBN 978-0810869110. Retrieved 31 August 2017.
|Cultural offices
|Preceded by
Thomas Day
| Master of the Children of the Chapel Royal
|Succeeded by
Pelham Humfrey
|This article about a British composer is a stub. You can help Wikipedia by expanding it.


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Milford Schools - starts with O
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Shannon (1948) developed Information Theory concerning the communication process.
- It is a deep mathematical theory concerned with the essence of the communication process.
- Provides a framework for: efficiency of information representation, limitations in reliable transmission of information over a communication channel.
- Gives bounds on optimum representation and transmission of signals
- Maximum mutual information principle (Linsker 1988): Synaptic connections of a multilayered neural network develop in such a way as to maximize the amount of information preserved when signals are transformed at each processing stage of the network, subject to certain constraints.
- Redundancy reduction (Attneave 1954): "Major function of perceptual machinary is to strip away some of the redundancy of stimulation, to describe or encode information in a form more economical than that in which it impinges on the receptors". In other words, redundancy reduction = feature extraction.
- Entropy
- Mutual information
- Relative entropy
- Differential entropy of continuous random variables
- Notation: random variable, value of random variable.
- can be quantized into a finite number of discrete level although it can take continuous values. \[X={ x_k \vert k=0, \pm 1,…, \pm K}\]
- occur with probability \[p_k = P(X=x_k)\] with requirement \[0 \le p_k \le 1, \sum_{k=-K}^{K} p_k=1\]
Uncertainty, Surprise, Info and Entropy
- If , where is observed. There is no surprise, less uncertain.
- High probability leads to less surprise and less uncertain
- Gain information when going from a high-uncertainty state to a low-uncertainty state.
Uncertainty measurement for event ( assumes :
\[I(x_k) = \log(\frac{1}{p_k}) = - \log p_k\]
Entropy of a random variable: Average uncertainty
\[H(X) = E[I(x_k)] = - \sum_{k=-K}^{K} p_k\log p_k\]
- The Higher the , the higher the potential information you can gain through observation/measurement.
- Bounds on the entropy: \[0 \le H(X) \le \log(2K+1)\]
- when and for : No uncertainty
- when for all : Maximum uncertainty, when all events are equiprobable.
- For two probability distributions and : \[\sum_k p_k \log \left( \frac{p_k}{q_k} \right) \ge 0\]
- Kullback-Leibler divergence (relative entropy): \[D_{p\Vert q} = \sum_{x \in \mathcal{X}} p_X(x) \log \left(\frac{p_X(x)}{q_X(x)}\right)\] meaures how different two probability distributions are.
Differential entropy
\[h(X)=-\int_{-\infty}^{\infty} f_X(x)\log f_X(x) dx = -E[\log f_X(x)]\]
in the limit does not equal :
\[H(X)=h(X)-\lim_{\delta x \rightarrow 0}\log \delta x\]
- For vector random variable \[h(\mathbf{AX}) = h(\mathbf{X}) + \log \vert \det(\mathbf{A}) \vert\]
Maximum entropy principle
Pick the probability distribution that maximizes the entropy, subject to constraints on the distribution.
1-D Gaussian distribution
- For a given variance , Gaussian random variable has the largest differential entropy
- The entropy of a Gaussian random variable is uniquely determined by the variance of
Mutual Information
- Conditional entropy: entropy in after observing (How much uncertainty) \[H(X\vert Y) = H(X,Y)-H(Y)\]
- Joint-entropy is defined as: \[H(X,Y)=-\sum_{x \in \mathcal{X}}\sum_{y \in \mathcal{Y}} p(x,y) \log p(x,y)\]
- Mutual Info: How much uncertainty is reduced in when we observe ? \[I(X;Y)=H(X)-H(X \vert Y) = \sum_{x \in \mathcal{X}}\sum_{y \in \mathcal{Y}} p(x,y) \log \frac{p(x,y)}{p(x)p(y)}\]
Continuous random variable
\[I(X;Y)=h(X)-h(X \vert Y) \\ = h(Y)-h(Y \vert X) \\ = h(X)+ h(Y)-h(X , Y)\]
\[I(X;Y) = \int_{-\infty}^{\infty}\int_{-\infty}^{\infty}f_{X,Y}(x,y) \log \left( \frac{f_X(x\vert y)}{f_X(x)}\right)dxdy\]
Properties of KL Divergence
- Always positive or zero. Zero means there is a perfect match between the two distributions.
- Invariant with regard to
- Permutation of the order in which the components of the vector random variable are arranged.
- Ampltitude scaling
- Monotonic nonlinear transformation
- Related to mutual info \[I(\mathbf{X};\mathbf{Y})=D_{f_{\mathbf{X},\mathbf{Y}}\Vert f_\mathbf{X} f_\mathbf{Y}}\]
We can use mutual info as an objective function to be optimized when developing learning rules for neural networks.
- Maximize mutual info between input vector and output vector
- Maximize mutual info between and driven by near-by input vectors and from a single image.
- Minimize information between and driven by input vectors from different images.
- Minimize statistical dependence between s.
Maximum mutual info principle
- Infomax principle by Linsker: Maximize for input vector and output vector .
- Basis for statistical signmal processing
- A mathematical framework for self-organization
- Relation to channel capacity, Shannon limit on the rate of info transmission through a communication channel.
Example: Single neuron
Single neuron with additive output noise:
\[Y=\left( \sum_{i=1}^{m} w_i X_i \right) + N\]
- is the output
- is the weight
- is the input
- is the processing noise
- Output is a Gaussian with variance
- Noise is also a Gaussian with and variance
- Input and noise are uncorrelated: for all
- Mutual info between input and output: \[I(Y;\mathbf{X})=h(Y)-h(Y\vert \mathbf{X})\]
- Since , where is a constant. \[h(Y\vert \mathbf{X}) = h(N)\]
- Given , what remains in is just noise . So \[I(Y;\mathbf{X})=h(Y)-h(N)\]
For a Gaussian distribution:
\[h(Y)=\frac{1}{2}[1+\log (2\pi \sigma_Y^2)]\]
\[I(Y;\mathbf{X}) = \frac{1}{2} \log \left(\frac{\sigma_Y^2}{\sigma_N^2}\right)\]
So mutual information can be maximized simply by maximizing the output variance .
Single neuron with input noise:
\[Y= \sum_{i=1}^{m} w_i \left( X_i +N_i\right) \\ = \sum_{i=1}^{m} w_i X_i + \underbrace{\sum_{i=1}^{m} w_i N_i}_{\text{call this } N'}\]
is also a Gaussian distribution, with variance: \[\sigma_{N'}^2=\sum_{i=1}^{m} w_i^2 \sigma_N^2\]
\[I(Y\vert \mathbf{X})=h(N')=\frac{1}{2} \log\left(\frac{\sigma_Y^2}{\sigma_N^2\sum_{i=1}^{m} w_i^2}\right)\]
Adopting a Gaussian noise model, we can invoke a "surrogate" mutual information computed relatively easily, just compute variance.
Noiseless Network
- Transform a random vector of arbitrary distribution to a new random vector of different distribution:
- Mutual info in this case: \[I(\mathbf{Y};\mathbf{X})= H(\mathbf{Y}) - H(\mathbf{Y} \vert \mathbf{X})\]
- Gradient: \[\frac{\partial I(\mathbf{Y};\mathbf{X})}{\partial \mathbf{W}} = \frac{\partial H(\mathbf{Y})}{\partial \mathbf{W}}\]
- Maximizing mutual info between input and output is equivalent to maximizing entropy in the output, both with respect to the weight vector
- In Shannon's framework, Order and structure = Redundancy.
- Increase in the above reduces uncertainty.
- More redundancy in the signal implies less information conveyed.
- More information conveyed means less redundancy.
- Thus, Infomax principle leads to reduced reduncancy in output compared to input .
- When noise is present:
– Input noise: add redundancy in input to combat noise.
– Output noise: add more output components to combat noise.
– Highlevelofnoisefavorsredundancyofrepresentation.
– Lowlevelofnoisefavorsdiversityofrepresentation.
Principle of minimum redundancy
- Sensory signal
- Noise input
- Recording system
- Noisy output
\[\mathbf{X} = \mathbf{S} + \mathbf{N}_1\]
\[\mathbf{Y} = \mathbf{AX} + \mathbf{N}_2\]
- Retinal input includes redundant information. Purpose of retinal coding is to reduce/eliminate the redundant bits of data due to correlations and noise, before sending the signal along the optic nerve.
- Redundancy measure (with channel capacity : \[R=1-\frac{I(\mathbf{Y};\mathbf{S})}{C(\mathbf{Y})}\]
- Objective: find recoder matrix such that is minimized, subject to the no info loss constraint: \[I(\mathbf{Y};\mathbf{X}) = I(\mathbf{X};\mathbf{X}) -\epsilon\]
- When and have the same dimensionality and there is no noise, principle of minimum redundancy is equivalent to the Infomax principle.
- Infomax on input/output lead to redundancy reduction
Spatially coherent features
- Infomax for unsupervised processing of the image of natural scenes (Becker and Hinton, 1992).
- Goal: design a self-organizing system that is capable of learning to encode complex scene information in a simpler form.
- Objective: extract higher-order features that exhibit simple coherence across space so that representation for one spatial region can be used to produce that of representation of neighboring regions.
Let denote a signal component common to both and . Output can be expressed in terms of and some noise:
\[Y_a = S+N_a\]
\[Y_b = S+N_b\]
where and are assumed to be independent and zero-mean Gaussian. Also assume is Gaussian.
The mutual info then:
\[I(Y_a;Y_b) = h(Y_a) + h(Y_b) - h(Y_a,Y_b)\]
\[h(Y_a) = \frac{1}{2}\left[ 1+ \log \left( 2 \pi \sigma_a^2\right)\right]\]
\[h(Y_b) = \frac{1}{2}\left[ 1+ \log \left( 2 \pi \sigma_b^2\right)\right]\]
\[h(Y_a,Y_b) = 1+ \log(2\pi) + \frac{1}{2} \log \vert \det(\Sigma) \vert\]
\[\Sigma = \left[ \begin{array}{cc} \sigma_a^2 & \rho_{ab}\sigma_a \sigma_b \\ \rho_{ab}\sigma_a \sigma_b & \sigma_b^2 \end{array}\right]\]
\[\rho_{ab} = \frac{E[(Y_a -E[Y_a])(Y_b-E[Y_b])]}{\sigma_a \sigma_b}\]
We get:
\[I(Y_a;Y_b) = - \frac{1}{2} \log \left( 1 - \rho_{ab}^2\right)\]
- Maximizing information is equivalent to maximizing correlation between and .
- Relation to canonical correlation in statistics:
- Given random input vectors and
- Find two weight vectors and so that
- and have maximum correlation between them.
- Applications: stereo disparity extraction (Becker and Hinton, 1992)
- 2 images slightly different, find correlated part.
- When the inputs come from two separate regions, we want to minimize the mutual information between the two outputs (Ukrainec and Haykin, 1992, 1996).
- Applications include when input sources such as different polarizations of the signal are imaged: mutual information between outputs driven by two orthogonal polarizations should be minimized.
Independent Components Analysis (ICA)
- Unknown random source vector : \[\mathbf{U} = [U_1,U_2,…,U_m]^T\] where components are supplied by a set of independent sources. Note that we need a series of source vectors.
is transformed by an unknown mixing matrix : \[\mathbf{X}=\mathbf{A}\mathbf{U}\] where \[\mathbf{X} = [X_1,X_2,…,X_m]^T\]
- Both and are unknown.
- Task: find an estimate of the inverse of the mixing matrix(the demixing matrix ) to recover the unknown source \[\mathbf{Y}=\mathbf{W}\mathbf{X}\]
- Known as blind source separation problem
- Solution can be obtained by enforcing independence among components of while adjusting
Consider and
- Permutation: , where is a permutation matrix.
- is like \[\left[ \begin{array}{cccc} 0 & 1 & 0 &0 \\ 1&0&0&0 \\ 0&0&1&0 \\ 0&0&0&1 \end{array}\right]\]
- Sign: the model is unaffected by multiplication of one of the sources by
- Scaling (variance): estimate scaling up and scaling down will given the same
- Two random variable and are statistically independent when \[f_{X,Y}(x,y) = f_X(x)f_Y(y)\]
- Weaker form: \[E[XY]=E[X]E[Y]\]
- Gaussian are bad: When the unknown source is Gaussian, any orthogonal transformation results in the same Gaussian distribution.
- Non-Gaussianity can be used as a measure of independence
- One component of : \[Y_i = \underbrace{[W_{i1},W_{i2},…,W_{im}]\mathbf{A}}_{\text{call this } \mathbf{Z}_i^T}\mathbf{U}\]
- So is a linear combination of random variable (). So it is more Gaussian than any individual . Gaussianity is minimized when equals one of .
ICA Mearsures of Non-Gaussianity
- Kurtosis
- Negentropy
- etc.
- Kurtosis is the fourth-order cumulant: \[Kurtosis(Y)=E[Y^4]-3\left(E[Y^2]\right)^2\]
- Gaussian have 0 kurtosis.
- More peaked distributions have positive kurtosis.
- More flatter distributions have negative kurtosis.
- Learning: Start with random , adjust and mearsure change in kurtosis, using gradient-based methods.
- Drawback: Kurtosis is sensitive to outliers, and thus not robust.
- Negentropy is \[J(\mathbf{Y}) = H(\mathbf{Y}_{gauss})-H(\mathbf{Y})\] where is a Gaussian random variable that has the same covariance matrix as
- Negentropy is always non-zero, and it's zero iff is Gaussian.
- Thus, maximizing negentropy is to maximize non-Gaussianity
- Problem: estimating negentropy is difficult, and requires the knowledge of the pdfs.
Approximation of Negentropy
- Classical method(not robust): \[J(Y) \approx \frac{1}{2}E[Y^3]^2+\frac{1}{48}\text{Kurtosis}(Y)^2\]
- Another: \[J(Y) \approx \sum_{k=1}^{p}k_i(E[G_i(Y)]-E[G_i(N)])^2\]
- are coefficients
- are nonquadratic functions
- is a zero-mean,unit-variance Gaussian
- Further simplified: \[J(Y) \approx (E[G(Y)]-E[G(N)])^2\]
ICA Minimizing mutual info
- We can also aim to minimize mutual info between
- This turns out to be equivalent to maximizing negentropy (when have unit variance) \[I(Y_1;Y_2;…;Y_m) = C - \sum_i J(Y_i)\] where is a constant independent from
Achieving independence
- Given output vector , we want and to be statistically independent.
- Can be achieved by
- Another method: make pdf to approach the factorial distribution: \[f_{\mathbf{Y}}(\mathbf{y},\mathbf{W}) = \prod_{i=1}^{m}\tilde{f}_{\mathbf{Y}}(y_i,\mathbf{W})\] where is the marginal pdf of . This can be measured by
KL divergence is
\[D_{f\Vert\tilde{f}}(\mathbf{W}) = -h(\mathbf{Y})+\sum_{i=1}^{m}\tilde{h}(Y_i)\]
Output entropy:
\[h(\mathbf{Y})=h(\mathbf{WX})=h(\mathbf{X})+\log \vert \det (\mathbf{W})\vert\]
Tricky to calculate , need a polynomial activation function
Learning Weight
- Learning objective is to minimize the KL divergence
- Gradient descent: \[\Delta w_{ik}=-\eta \frac{\partial}{\partial w_{ik}} D_{f\Vert\tilde{f}} \\ = \eta \left( (\mathbf{W}^{-T})_{ik}-\varphi(y_i)x_k\right)\]
- Final rule: \[\mathbf{W}(n+1) = \mathbf{W}(n) + \eta(n) \left[\mathbf{I} -\varphi(\mathbf{y}(n))\mathbf{y}^T(n)\right]\mathbf{W}^{-T}(n)\]


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Since this model has a pattern on the drawers and mirrors, it can easily be adapted to suit your needs. You have plenty of storage space inside the main cabinet, and at the same time the cabinet is small enough to bring you value and convenience in no time.
It's the type of thing that will be well worth the effort, so you do need to at least check that out and see if you like it. Nothing is impossible here, and in the end it can provide you with some great features as you go along.
The mirror is created from a high quality material and the entire vanity is all about bringing you a distinct taste without being too much in your face.
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Whats in the box ?
- Main Cabinet
- Wash Basin
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- Shelf


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Disruption to waste and recycling services
General information in the event of disruption
Waste & Recycling Collections
In the event of snow and ice disrupting waste and recycling collection services the following guidelines will usually apply:
Type of collection due
Action to take
Refuse collection (in the event of a missed collection you will be permitted to put out extra waste in refuse sacks).
Present waste at the kerbside by 7.30am on your normal scheduled collection day and leave it out for up to a week. If we are unable to return during this time, please take the black bin back in and present on your next scheduled collection.
Recycling collection (blue bag, green boxes and food waste caddy).
Present recycling at the kerbside by 7.30am on your normal scheduled collection day. If your collection is not made on the day it is due, please leave your containers out for a further two working days (note: during periods of disruption Saturday will be classed as a working day). If we are unable to return please present your recycling on your next scheduled collection day. When collections restart and to allow us to complete the rounds for that day, please do not leave out extra recycling as crews will be unable to take it.
Garden waste collection. Please be aware that this service may be suspended so that the vehicles can be used to collect any outstanding refuse (as per the terms and conditions of the garden waste licence detailed at time of purchase).
Present garden waste at the kerbside by 7.30am on your normal scheduled collection day. If the bin is not emptied on this day, take the wheeled bin back in and present it on the next scheduled collection day. If you miss a garden waste collection due to snow you may put out additional garden waste (in sacks) on your next collection day.
General information in the event of disruption
Updates will be available on:
- the Council's Facebook page and Twitter feed
- the waste and recycling automated telephone line (01594) 812666
We will also inform local radio stations if the decision to suspend waste collections is made.
We will try to maintain services as long as it is safe to do so, we assess conditions and take into account:
- health and safety of the crews and the public,
- being able to manoeuvre vehicles safely,
- the accessibility of the depot, disposal sites and properties due for collection each day, and;
- the weather forecast.
If collections are missed, a catch up plan (see above) will be put in place so that crews will return as soon as conditions improve. The crews will work late and on Saturdays to implement the catch up plan, as required and if the current weather conditions allow. We cannot make collections on Sundays due to the licensing hours of the disposal sites so the vehicles are unable to tip on this day.
Missed refuse collections will be given priority. This may mean that the garden waste service is temporarily suspended to assist with this (as per the terms and conditions of the garden waste licence).


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The 6 Biggest Workaholics Of The Zodiac: They Need A Break!If we think about it hard enough, we probably all know someone who could definitely be classed as a workaholic. Being a workaholic doesn't just mean that you work hard, the definition actually goes much deeper and covers people who are completely obsessed with their jobs. Which zodiac signs are the biggest workaholics that astrology has ever seen? Is your zodiac sign totally infatuated with work?
Each of the zodiac signs is unique, and all of them have different attitudes towards work and their professional lives. What is more important to your zodiac sign; love or career success? There are certain star signs who choose to give their everything to their jobs. Is work your horoscope sign's drug or do you dream of being elsewhere as soon as your shift begins?
These 6 zodiac signs are complete workaholics
Do you get a kick out of working? Would you be completely and utterly lost with your usual 9 – 5 routine? If you answered yes to these questions, then you could be what we call a workaholic! Discover the coolest job for each zodiac sign! We've looked into each of the 12 star signs' personalities and have identified the 6 biggest workaholics of the zodiac. Do you make our astrology list?
Use our rising sign calculator to figure out your ascendant sign. Find out what lies ahead for you in your weekly horoscope predictions.
1) Capricorn
Capricorns are model employees
The Capricorn personality is an extremely hard work and loves doing overtime! Capricorn is always the first in the office and the last out at the end of the day. Being rich and successful are what motivates the determined Capricorn sign to put all the hours in. These guys are made of steel and are never in need of a vacation.
2) Virgo
Virgos are virtual robots
Virgos are efficient, well-organized and extremely competent. Virgos love working hard and their perfectionism really does makes them the amazing employees. The Virgo personality is so dedicated to their job that even their weekends are invaded by professional emails and reports. This sign is a real team player and will do anything to get the job done.
3) Aries
Aries people are always overrun with work
Although the Aries personality isn't the most efficient employee, their sheer dedication and determination make them the star of the show. Aries hates letting people down which is why they agree to everything despite already having a hefty workload. Learning to prioritize could really help make Aries the employee of every month!
4) Scorpio
Scorpio's willpower makes them one of the best
When a Scorpio puts their mind to it, they really can do anything! A Scorpio doesn't do things by halves and when they start something, you can count on them finishing it, despite the problems they face. The Scorpio personality is naturally intense and can become engulfed in their missions and daily tasks. Taking time off is for the weak according to this Water sign.
5) Gemini
Gemini lets work take over
As soon as Gemini has a job they love and care about, they let their work responsibilities occupy their whole lives. Being busy and having lots of tasks keep the hyperactive Gemini personality on their toes. Solving problems and finding solutions are what Gemini lives for; they really do get a kick out of pulling off what other people deem as impossible.
6) Leo
Leo can't stop working
The Fire signs are all very determined characters, and the Leo zodiac sign is no different. When Leo is passionate about something, they will go above and beyond to ensure the best outcome. Leo practically lives in the office and often has a hard time disconnecting from their emails and tasks over the weekend. Leo loves feeling important and working hard makes them feel good about themselves.
Why not read them here?


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Hello Mesa students and faculty
The Library is here to support you online for your research and resource needs during the COVID-19 pandemic.
• Electronic resources and our Ask-A-Librarian services are available to you all day every day.
• Physical items that were checked out before campus closure will be renewed automatically until campus reopens.
For the latest in Library help please visit the Online Services Guide.
Research Tools
- A-Z Databases List
- List of Magazines, Journals, and Newspapers
- Streaming Videos
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New and Noteworthy
- Research appointments.
Check out a librarian and get one on one help.
- See our New Books and Videos lists


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amfori along with the EU Delegation to India and the Confederation of Indian Industry are hosting a Forum on EU-India Trade and Investment Relations – a shared agenda to achieve sustainable growth and jobs.
This Forum is the second in our series of High-Level Forums in India in 2019. It is our pleasure to present this forum in Mumbai which brings together 100+ senior executives to share best practices and solutions to support businesses in India to stay constructively collaborative and sustainable amidst the global challenges.
Date: Friday, 8 November 2019
Time: 1pm to 6pm
Location: Mumbai, India
Venue: Sunville Banquets
Address: 9 Dr. Annie Besant Road, Worli, Mumbai – 400018
For more information download the concept note & agenda here.
For questions, please contact Trisha Ghosh Administrative Officer.
We will make the final program available shortly.


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PROTOCOL was incepted in 8th April 2012 at Dehradun, India. However it started function on 27th July 2016 at Nambol, It is registered under Society Act of India,Manipur. Protocol become a member of IAOIP (International Association of innovation Professionals) in 2017.Protocol also tight up with few organizations recently tight up with MUC (Manipur Upliftment Centre) as both the organization's objectives are similar and started moving together since Feb 2019. Helping your business and career in the rightly way providing out best services, IT training,consultants,sales & support but mainly focus on the digital education. Protocol is a world class organization, which running under society act of govt of Manipur,India.Our best services & solutions to the following concerns:
Copyright © 2016 PROTOCOL - All Rights Reserved.


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Funk Bottoms
This IBA consists of 2,000 acres of floodplain bottoms: intermittent wetlands and mostly scrub/shrub fields, with some permanent restored wetlands. The Funk Bottoms Wildlife Area is the main source of habitat. The adjacent areas are largely agricultural and include a peat farm. The area has an observation tower. The region undergoes extensive bottomland flooding in March and April.
Ornithological Summary
This has been ground zero for Ohio's breeding Sandhill Cranes. The IBA also attracts substantial spring shorebird and waterfowl numbers depending on water levels. It is a prime area for Rusty Blackbird in spring and fall. Sedge Wren is regular. Grassy vegetation appears to be becoming richer and attracting rarer sparrows. Shorebirds into the thousands will stop when the water levels are suitable. For over twenty years, this site has produced more Pectoral Sandpiper records for inland Ohio than any other except Killdeer Plains - some years exceeding Killdeer Plains.
This region exhibits major waterfowl concentrations dating back to the late 1970s. It is one of the better places to see uncommon geese such as Snow Geese and Greater White-fronted Geese. Large flocks of Tundra Swans have been recorded during migration. In winter, Rough-legged Hawks, Northern Harriers, and occasionally Short-eared Owls are present.
Conservation Issues
This site varies a great deal with regard to water levels. The wetlands appear to be shrinking without a substantiated cause. Consistency for birds seems to have decreased through the 1990s.
Greater access for monitoring (shorebird sites very distant) would provide more valuable data.
Protect Birds from Climate Change
Two-thirds of North American bird species are at risk of extinction from climate change. Urge Congress to act now.
Get Audubon in Your Inbox
Let us send you the latest in bird and conservation news.
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Visit your local Audubon center, join a chapter, or help save birds with your state program.


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Looks very smart on wearing. Digital Watch FEATURE: Message Display: Show time or date or year 12h or 24h(a.m or p.m) conversion 3sec.automatically stop showing Battery specificatio lithium battery (if the lights dimmed of led display,please replace the new battery) This watch is not water proof. Now get yourself in the center of attentions among all your peers! Great for gift or for your personal watch collections.
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Posted: 24 April 2018. Updated: 24 April 2018
The process of the UK leaving the EU officially commenced on 29 March 2017 with the triggering of Article 50 of the Lisbon Treaty, from which time the UK and the EU have two years to negotiate the terms of divorce and trade.
Although EU legislation will be incorporated into UK law through the European Union (Withdrawal) Bill, such laws could be amended or dropped at any time in the future. It is therefore vital that a commitment is secured from the UK Government that laws concerning animals are not rolled back; there are also opportunities to strengthen current measures.
The NAVS is working to ensure protections for the animals in research are not lost in the Brexit negotiations, including as part of a coalition organised by the Association of Lawyers for Animal Welfare (A-LAW) and Wildlife and Countryside Link.
Decades of progress have seen the replacement of outdated animal tests with advanced non-animal techniques. The prospect that Brexit could turn the scientific clock back, returning to outdated methods, is a real concern. Researchers in the UK have previously called for less regulation and may well now press for cutting through the EU red tape to make it easier to test on animals, with less scrutiny and oversight.
Brexit: getting the best deal for animals has been published by the A-LAW coalition to recommend animal protection measures that should be maintained in UK law as well as opportunities for the UK to make real improvements for animals post Brexit. The report covers recommendations for animals used in research as well as wild, farmed animals and domestic animals. With contributions from the NAVS, the chapter on research animals outlines how animal experiment standards should NOT be rolled back following Brexit, and opportunities to advance more human and scientifically relevant non-animal methods. Specifically, we urge the government to consider undertaking a stringent review of animal use in regulatory testing, increase transparency and maintain the EU cosmetics ban in trade agreements with countries outside of Europe.


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We believe that film is a complete art – a perfect amalgam of storytelling, visual, music and literature.
We believe that good film is born of our experiences and transcends our experiences.
That's why everyone's voice and ideas are heard in NOBOX. By bringing talents together and harmonizing perspectives,
everyone in our team contributes to the great works we have done and the even greater works we will do.
1. Started with 2 lads with 1 camera, 1 lens & 1 computer & some education in Mathematics & I.T.
2. Launched in Sept 2015 in a dilapidated office.
3. 1st job (Oct 2015): Pre-wedding photo shoot
4. 1st Corporate Client (March 2016): Captain Oats, Corporate Video
5. 90 days later, a series of Captain Oats Event Video
6. Wrongly quoted a job. Insisted to deliver the same quality hence lost 12,000. Worked non-stop for over 90 days to recover lost.
7. Hard work is paid off when RHB awarded Manifesto Video.
8. 1st Japanese Client (Feb 2017) - Yokogawa, a Centenarian Corporation
9. 1st Korean Client (April 2017) - Cuckoo, 40 Recipe Videos over 6 months
10. First 30 hours shoot (May 2018) - 163 Retail Park & Marmite
11. 1st Airline Client (Aug 2018) - Air Asia Branding Video
12. 1st Property Client (Aug 2018) -ECO World Viral Video
13. 1st Client in Education (March 2019) - Kumon Commercial
14. Repeated appointment by Captain Oats to shoot new series of recipe videos (June 2019)


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I would like to share Insight #61 from my book "The Dangerous Book for CEOs".
Once you have a company purpose down in black and white, you have the essence of the business's proactivity, the reason for its continued existence. Such a purpose statement helps to embody excellence in everything you do.
Your Principles express "How we do things around here." They define acceptable and unacceptable boundaries of behaviour. They express what is important to your organisation and consequently where you will pay the most attention. They are your core beliefs and unifying concepts. They will bring clarity and a basis or framework for your organisation's actions … and allow you to live with the consequences of those actions.
Make sure that your Pursuit is framed in such a way that it defines where you and your team need to focus your attention … and it will be clear to everyone whether or not you achieve it.
Is YOUR Visioning clear to you and everyone in your team?


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ALSIP — Directly in the middle of a suburban cemetery, seven rows back from a pot-hole-filled cemetery road, sits the nondescript resting place of civil rights icon Emmett Till.
Though his final resting place may be humble, those gathered to mark the 60th anniversary of Till's murder on Friday said his spirit soars. It still resonates today, said political and community leaders who see evidence of a racist and unjust society in the recent, high-profile deaths of young black Americans.
"We come not just to remember Emmett but to commit ourselves in his name to fight all the conditions that murdered him, the conditions that still murder our children today across this country," said the Rev. Michael Pfleger in his opening prayer.
Friday marked 60 years to the day that Till, a Chicago resident, was abducted from his great-uncle's rural Mississippi home by two white men who accused the teen of whistling at a white woman.
Till was beaten and executed, his body dumped in a nearby river, where it wasn't discovered for three days. The story of his death in 1955 — and that of his mother's resolve — was a catalyst for the civil rights movement of the era.
His story and legacy is still a catalyst for those fighting for equal treatment for blacks in America today, said U.S. Rep. Robin Kelly (D-2nd).
"We stand here today looking back at a painful past and to forge a path to a more just future," Kelly said. "We must continue to unpack our racial baggage . . . so we can finally stop history from repeating itself."
Kelly was one of many community leaders gathered at Till's grave, the first ceremony in a weekend full of events commemorating Till's tragic death.
Joining local leaders were family members of black men and women recently killed in high-profile cases. The father of Mike Brown — killed by police in Ferguson, Missouri — and the mother of Trayvon Martin — killed by a community watch member in a Florida subdivision — were scheduled to speak at a dinner Friday night about the legacy of Till's death and its ties to the injustices they say were done to their children.
"We have more issues of race than we've ever had before," said Cook County Commissioner Richard Boykin. "[In Till's case] justice was never served. We're going to work today and everyday for justice."
Two men, now deceased, were charged in the murder but were acquitted by an all-white jury.
While speakers at the memorial looked to the present and future to try to make the point that the racism that killed Till still exists, they also allowed members of the Till family to grieve the death of a loved one.
"Emmett speaks," said the Rev. Wheeler Parker, Jr., a cousin of Till witnessed Till's kidnapping. "We thank him every time progress is made."
After the ceremony, Parker was asked to reflect on the relevancy of his cousin's death, 60 years to the day that he died. He said racial tension is "as American as apple pie," but that he still remains confident equal treatment will one day be granted.
"It's a hard sell, to be sold into slavery then go to being a free man," he told DNAinfo.com/Chicago. "I don't know how long the wheels of justice will grind, but they grind slow."
For more neighborhood news, listen to DNAinfo Radio here:


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I remember a friend back in sixth form declaring to a chorus of outrage that she didn't get why Malala was getting so much attention - she had just managed to do the right thing at the right time. I understood the sentiment - I was just that much more ashamed to admit to it. … Continue reading Opinion: seeing the Greta tweets differently
Tag: climate breakdown
Global Apartheid and the era of climate breakdown
Warning: currently only in draft form, suggested revisions welcome. Not long ago, I read an article which suggested target-setting for net zero on the basis of pragmatism is inappropriate because, just like ending the slave trade, climate change is about righting injustice, not about altering focus. In the case of slavery and apartheid - whether … Continue reading Global Apartheid and the era of climate breakdown
How bad is Climate Change?
I remember doing my GCSEs and writing pat answers about the greenhouse effect. Little did I know that in my first year out of education I would see leading international climate lawyer Farhana Yamin, one of the authors of the October IPCC report, speaking twice in one week. She was speaking both at a Parliamentary … Continue reading How bad is Climate Change?
Blood of Our Children
On Saturday I was part of another Extinction Rebellion action called 'Blood of Our Children'. Outside Downing Street, we dressed in black, and protesters willing to get arrested symbolically poured fake blood to draw attention to the loss of life which will result from rising global temperatures. https://climate.nasa.gov/evidence/ I had the privilege of speaking on … Continue reading Blood of Our Children
A problem: We are building the world together
The puzzle of 7.7 billion brake pedals and 7.7 billion accelerator pedals - anyone got any answers?


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Our Ideal Candidate
Strategic acumen
Conceptual thinking - able to structure and organise
Execution orientation - able to execute and deliver results
Service and customer centricity
Leadership and change agent
People management
Influencing and networking
Presentation and communication (written and speaking skills)
Ability to manage in a geographically and culturally dispersed environment
Experience in developing teams in diverse international organisations
In-depth understanding of key business drivers, cultural, ethnic and religious conditions across geographies in order to translate global strategy in to effective local operations
Excellent time management and working under tight deadlines
Responsible for driving and delivering the Corporate Affairs and Brand & Marketing strategies for the cluster, ensuring consistent and aligned delivery with the global agendas
Leads the combined Corporate Affairs and Brand & Marketing team to identify opportunities and bring expertise and creativity at both strategic and execution levels within agreed budget and scorecard
Fully accountable to the Cluster CEO and Cluster Client Business Heads (especially Retail and Commercial Clients where business is locally managed) for Corporate Affairs and Brand & Marketing activities, whilst ensuring their consistent understanding of both functions' scope and deliverables.
Represents the interests of the region Corporate Affairs and Brand & Marketing functions on the Cluster Management Team and within the function Corporate Affairs and Brand & Marketing Management Teams to help ensures strategies are relevant.
Determine the Corporate Affairs and Brand & Marketing strategies for the Cluster, working closely with the Country CEOs and Country Client Business Heads, ensuring alignment with the Group strategy
Contribute to overall Corporate Affairs and Brand & Marketing visions/priorities
Work with the functions' Cluster Heads and Management Teams to manage and implement key projects and strategy changes across the Bank
Lead the team to develop plans for Corporate Affairs and Brand & Marketing disciplines, deliver quality activities to drive exceptional client and corporate level experience, backed up by well design actionable metrics that are used for future decision making.
Deliver quality activities to drive exceptional client experiences - on plan, on budget and on time
Drive digital strategy and effective use of digital platforms across the Bank
Provide direction on leveraging research insights to develop Customer Value Propositions and Thought Leadership positions to Cluster and Country Management Teams, integrating them into Corporate Affairs and Brand & Marketing plans
Integrate the Brand strategy into the overall business strategy of the Bank working across Corporate Affairs and Brand & Marketing platforms, such as internal and external communication.
Be a Brand Champion - ensure all segment and product campaigns live up to our Brand promise of Here for good while, at the same time, delivering committed business outcomes
Lead the delivery of Corporate Affairs and Marketing activities in a framework that ensure they are executed within the brand specifications (brand positioning, brand architecture) to reinforce the overall SCB brand positioning through consistency in tone, manner, look and feel.
Drive brand awareness and consideration in the cluster and achieve targeted metric levels for the region.
Build in best practices to allow for solutions that are in line with the B&M strategy globally and partner with COEs within B&M and CA to make sure end to end alignment is in place.
Proactively manage advertising and media agencies
Identify areas for process improvement and recommend ways to increase functional effectiveness and improve operational efficiencies
People and Talent
Work with the Cluster and Cluster CEOs to create a strong professional team of Corporate Affairs and Marketing professionals
Able to share and advise on best practices and emerging developments across the region
Enhance leadership capability and create a culture of talent development and empowerment in both functions. Champion capability and training requirements for the CA teams
Build in best practice to allow for solutions that are on message with the CA strategy globally and partner with COEs within CA and B&M to make sure end to end alignment is in place
Assess and measure the team's activities to ensure alignment with plans, forecasts and capacity models.
Risk Management
Demonstrate shift towards anticipation of risk
Provide leadership around Risk Management, both reputational and operational to ensure they are proactively identified and mitigated in country and all issues are timely reported/escalated in line with Group and local policies and procedures
Provide leadership and co-ordination of issues and crisis communications to the functions at Cluster and country levels
Accountability for the Corporate Affairs and Brand & Marketing budgets and scorecards.
Ensure adherence to the Risk Management Framework, Group Code of Conduct and various Policies, Procedures and Guidelines of the Bank by the Cluster Corporate Affairs and Brand & Marketing teams
For Corporate Affairs, be Reputation Risk Control Owner's representative, enforcing the associated policies and procedures across the Bank
Take responsibility for Corporate Affairs and Brand & Marketing achieving the outcomes set out in the Conduct Principles and Pillars.
Regulatory & Business Conduct
Effectively and collaboratively identify, escalate, mitigate and resolve risk, conduct and compliance matters.
Understand and ensure compliance with, in letter and spirit, all applicable laws, regulations and guidelines including those governing securities activities, company law, anti-money laundering, terrorist financing and sanctions; the Group's policies and procedures; and the Group Code of Conduct. Effectively and collaboratively identify, escalate, mitigate and resolve risk and compliance matters.
Job Requirements
Required education
: Bachelor's degree
Required relevant work experience
: 3 years
Required languages:
English (Spoken: fluent | Written: fluent)
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