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Gold Rally Strictly A Fear-Driven Affair
Gold's luster is steadily returning after months of underperforming equities and different danger property. But regardless of the steel's improved prospects within the instant time period, there are nonetheless a number of key elements which haven't lined up in gold's favor but. These elements, which embrace the efficiency of the silver worth and the most important gold mining shares, counsel that gold's intermediate-term (Three-6 month) development hasn't been absolutely repaired but. As I'll argue in immediately's report, gold's rally is strictly pushed by traders' worry over the elevated potential for an all-out world commerce conflict. Whereas this may undoubtedly assist increase gold within the immediate-term (1-Four week) outlook, extra is required to justify a sustainable transfer above gold's February worth excessive.
Gold has recently outperformed most secure haven property, together with the Japanese Yen, the Swiss Franc, and U.S. Treasuries. Solely U.S. utility shares have outperformed gold within the final couple of periods, as worry on Wall Road has elevated over the newest developments within the U.S.-China commerce conflict. Gold is as soon as once more discovering favor amongst world traders on the lookout for a spot to retailer wealth after liquidating danger property. The steel's current progress will be seen within the following graph of the June 2019 gold futures contract.
Supply: BigCharts
Within the earlier report I famous that gold had technically confirmed an immediate-term backside per the foundations of my shifting average-based buying and selling self-discipline. A 2-day larger shut above the 15-day shifting common is required to substantiate a backside, and this gold has already accomplished. Nonetheless, I haven't beneficial any new lengthy positions in gold but as a result of my technique is conservative in nature. That's, I can advocate initiating new lengthy positions in gold solely when the likelihood is excessive rally will proceed. And for this to happen, gold's rallies have to be confirmed by different markets inside the ambit of the dear metals area. I'm referring particularly to the silver worth, gold mining shares, and even the broad commodity market outlook to some extent. We'll study every of those individually on this report, however first let's check out what gold has in its favor proper now.
One of many largest elements that argues in favor of an immediate-term gold rally is the sharp reversal of its relative worth energy in comparison with the S&P 500 Index (SPX). The next chart supplies a comparability of the current efficiency of the SPDR Gold Belief (GLD), the world's main gold ETF, and the U.S. inventory market as mirrored by the SPX. As you'll be able to see right here, the gold ETF has decisively outperformed the inventory market in the previous couple of days after lagging it for a number of months. This is a crucial consideration for short-term-oriented merchants, particularly since hedge funds and different market-moving entities usually tend to purchase gold (thereby pushing costs larger) when gold's relative energy is rising versus the inventory market.
Supply: StockCharts
One other issue that argues in favor of rising gold costs within the instant time period is the current droop within the U.S. greenback index (DXY). After displaying relentless energy for months on finish, the greenback index has lastly pulled again decisively under its 15-day shifting common and is now testing its broadly adopted 50-day shifting common (blue line), as you'll be able to see right here. A weekly shut under the 50-day MA could be a giant impetus for an extension of the newest gold rally, however simply the truth that DXY stays below its 15-day MA helps gold. Due to the greenback's pullback, the steel's vital forex element is now stronger than it has been in a number of weeks. This removes a big obstacle from gold and makes it simpler for the consumers to push costs larger.
Supply: BigCharts
With that mentioned, gold's intermediate-term prospects nonetheless want to enhance earlier than the steel will be safely bought once more for these with an extended funding time line. Specifically, the silver worth hasn't but confirmed gold's newest rally. As I discussed in a earlier report, the white steel isn't at all times a number one indicator for gold however most circumstances silver has confirmed gold's prolonged rallies. Every time it fails to take action it normally means gold's rally resides on borrowed time. To be precise, when silver fails to comply with gold larger it normally means there is no such thing as a broad institutional funding demand for both steel. As an alternative, a gold rally that isn't confirmed by a silver rally will be thought of as nothing greater than a short lived fear-driven occasion on the a part of people. And this sort of transfer tends to finish rapidly as soon as traders' fears have dissipated.
As will be seen within the graph of the iShares Silver Belief (SLV), my favourite silver proxy, the silver ETF hasn't but closed above both its 15-day or its 50-day shifting common. Till we see at the very least a 2-day larger shut above the 15-day MA to substantiate an immediate-term backside for SLV, I'll proceed to carry off on recommending new purchases in gold.
Supply: BigCharts
In the meantime, the PHLX Gold/Silver Index (XAU) additionally hasn't but closed above its 15-day shifting common but and stays simply barely above its lowest stage of 2019. I additionally beforehand emphasised the necessity for gold mining shares to substantiate energy within the bodily gold worth. A failure of the XAU index to rally together with the yellow steel is a certain signal that demand for valuable metals isn't very deep, however is as a substitute based mostly on non permanent security issues amongst traders. For an prolonged gold rally lasting various days, we have to ideally see the XAU index to indicate some enchancment.
To that finish, we must also see an enchancment within the inside momentum of the actively traded gold mining shares. My favourite approach to measure that is within the following indicator, which relies on the Four-week fee of change (momentum) of the brand new highs and lows of probably the most actively traded mining shares listed on the most important U.S. alternate. As you'll be able to see right here, the short-term inside momentum for the gold shares stays weak. This indicator additionally wants to enhance to substantiate that the mining inventory outlook has improved sufficient to warrant an prolonged rally within the XAU index. This in flip would enhance the chance that gold's newest rally has legs and can proceed past only a few days.
Supply: NYSE
One other issue which has traditionally served to substantiate the energy behind gold's intermediate-term to longer-term developments is the general marketplace for commodities. That is measured by the benchmark Thomson Reuters/CoreCommodity CRB Index (CRB). I don't contemplate it to be completely important for the CRB to rally earlier than shopping for gold. Nonetheless, a CRB rally would definitely assist enhance the chance that gold's rally might be sustainable past the very quick time period. The idea behind this assumption is that commodities are priced in , and a weakening greenback will in the end end in larger costs for many commodities. As my long-time readers are conscious, I contemplate gold's forex element to be its single most vital issue for figuring out the steel's intermediate-to-longer-term energy.
A falling greenback index is thus good for gold and for commodities normally. Proper now, although, the CRB index stays weak as you'll be able to see right here. Whereas not completely important, it might be within the gold bulls' greatest curiosity if the CRB confirmed gold's newest rally.
Supply: BigCharts
The 2 most vital elements I'm ready for proper now, although, are for silver's worth efficiency to strengthen together with a strengthening efficiency of the actively traded gold mining shares. Some contributors might protest that to attend additional for a brand new entry level in gold is to overlook a giant alternative. My response is that even when gold surges within the coming days and confirms an intermediate-term reversal there ought to nonetheless be loads of alternatives to make the most of gold's energy by the use of the person gold mining shares and gold miner ETFs. Silver must also finally current a gorgeous shopping for alternative given how technically "oversold" it's relative to gold. On that rating, the gold/silver ETF ratio proven under has now hit ranges which have traditionally preceded intervals of sturdy efficiency in silver and the silver ETFs. A confirmed backside within the silver worth is now all that is required.
Supply: StockCharts
In conclusion, whereas gold has technically confirmed an immediate-term backside and is more likely to proceed benefiting from excessive ranges of investor worry, the steel's intermediate-term outlook stays in query. To get a powerful purchase sign from an intermediate-term perspective we have to first see a sympathy transfer larger within the silver worth and within the XAU index. Till that occurs, I proceed to advise traders to tread with warning and wait earlier than initiating new intermediate-term lengthy positions in gold.
Disclosure: I/we've got no positions in any shares talked about, and no plans to provoke any positions inside the subsequent 72 hours. I wrote this text myself, and it expresses my very own opinions. I'm not receiving compensation for it (aside from from Looking for Alpha). I've no enterprise relationship with any firm whose inventory is talked about on this article.


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subset: commoncrawl


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Do you find black and white house exterior design. Many time we need to make a collection about some images to give you imagination, we found these are artistic galleries. Hopefully useful.
Navigate your pointer, and click the picture to see the large or full size photo. If you think this collection is useful to you, or maybe your friends let's hit like/share button, maybe you can help more people can inspired too. Here there are, you can see one of our black and white house exterior design gallery, there are many picture that you can found, do not miss them.
Adequate lighting can also be just as vital as the furnishings. Place a lighting centrepiece over the table, however make sure that you'll be able to dim it for that additional ambiance. The classic study look is leather-based chairs and wood furnishings, heat lighting and curtains to create an intimate location. Rustic wooden cupboards could look out of date and could be a hindrance to modernity, so a great place to begin is to alter the cabinets and paint the partitions with a mild colour. It may be a place to entertain both visitors or shoppers. To be sure to residence workplace is conductive to work, there are a number of easy touches you can do to liven up the surroundings whereas maintaining professionalism. A examine is often a hectic assortment of personally chosen objects which might be someway unified by the force of the occupant. Wood is actually additionally a superb insulator, so hardwood floors and blinds may even keep the examine cool in summer season. Warm hardwood blinds, maybe stained in cherry help complete the research. Distractions are good in a study.
The days of a fireplace are gone in most areas, but heat tones and conservative artwork replicate the ambiance of the traditional research. Inspirational artwork can also be a good idea. Red or white lacquer are good colours for cupboards, and the bar counter might be both raw wooden or aluminium. You may opt for chairs with armrests with a very good seating pad and a comfortable backrest. Choose darkish brown colours for the desk and chairs that look smart. Laminate flooring will make this room look heat and cosy, utility room dimensions especially once you add mild colored leather sofas to it. Make use of rugs to change the feel of the room, and to protect your flooring. There are various possibilities as to how to make use of the house and create a customised residence. The only changes you can also make to re-outline your private home are to make use of colour schemes and introduce new fittings. Paint the walls a neutral colour similar to good white or mahogany, in order that it matches the furnishings. If your counter is laminated, consider painting it with vivid colours to match the partitions.
You could use chair rails to divide your partitions in the dining room and crown moulding tends so as to add more height to ceilings. Use pillows, plants, lamps and no matter accessory you prefer to as a masterpiece. Try a monochrome color that you like. A alternate shade fashion creates a separating mood between the workplace and house. A examine, alternatively, is much less formal than the house office. Instead of a stagnant office, try to make your decor refreshing and in harmony with the remainder of your home. There are a lot of colours to pick from, however just be certain that your selection is just not boring or bland. Wood flooring is another step that will make the room appear warm in winter. Some kitchens are made from marble flooring that is engaging to the attention, however in case your cabinets are wooden, you should match the flooring to the kitchen furniture. The residing room may be given a makeover by putting a brand new leather-based sofa, dark coloured coffee tables and cabinets.
Now, photos may even be printed on roller or wooden blinds. For a cheaper alternative, roller blinds can be used to regulate the optimum quantity of gentle entering the workplace. Large bamboo blinds look recent. If your house needs a makeover, consider giving it a contemporary look to reinforce its appearance. This room ought to look lively and cater to the calls for of the residents. To start out your challenge in modernising your property, it is best to start with the kitchen, as this room must be functional at all times. The subsequent room it is best to deal with modernising is the dining room. They are ideal for dining rooms, sitting rooms and hallways and create an on the spot personality in the room. Surely, an all-vital piece of furnishings is the dining desk. There are a lot of contemporary designs similar to bohemian themes to present your room cohesion. Among the best ways in modifying or upgrading your home's options is to draw inspiration from other contemporary homes.
Venetian and roller blinds also are available colors, in addition to black and white to match the monochrome effect. Rugs work well on wooden floors to define house. Polished bronze fittings and fixtures work nicely with darker colours. Change your bathroom and kitchen cabinet handles to polished gold or bronze. High pouring taps permit more room within the kitchen sink, especially if you find yourself washing pots and pans. Older properties however, are already constructed utilizing conventional materials. Modern houses are actually constructed using unconventional materials. When you flick thru property magazines, chances are you'll come across farm-model cottages which were changed into trendy properties with spacious out of doors residing spaces and open residing rooms. Every fashionable sitting room ought to have sideboards with Tv units and bookcases. Clean traces with bold injections of black or white is the brand new chic. After re-arranging your rooms, spice them up with accessories.
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Below are 22 best pictures collection of black and white house exterior design photo in high resolution. Click the image for larger image size and more details.


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E253: Getting a Business Back on Track after Running Out of StockMay 30, 2019 in Ecom-Crew-Podcast
Many successful ecommerce businesses are born out of necessity. And some of the most successful ecommerce entrepreneurs are selling products that they're truly passionate about.
A Business Born of Necessity
Eight years ago, Jason Hsieh's son Keanu was diagnosed with autism. Living in Japan at the time, Jason struggled to find support services and products for him. So the family moved to Seattle. In 2017, Jason himself would start developing products that would help children diagnosed with autism and ADHD. Today, his company LakiKid sells three physical product lines – each addressing different areas where kids with autism and ADHD can benefit from the most.
The Struggle to Get Back on Track
Sales have been going fairly well for LakiKid until the end of 2018. A supply chain issue caused two of its best-selling SKUs to run out of stock right before Christmas. From averaging close to $50,000 in monthly sales, the business has been struggling to get back on track.
At present, LakiKid is over 90 percent Amazon but Jason has been exploring marketing avenues off of the platform to gain back the momentum that was lost. These efforts include a Shopify store, a blog, and hosting a weekly live talk show on Facebook.
Listen as I navigate this niche business with this passionate dad and entrepreneur and offer insights on how LakiKid can get the groove back, get more exposure and have those sales figures pick up.
Under the Hood is a segment where we do an hour-long coaching call with one of our listeners. We take a look at their businesses, provide honest feedback, offer our best business advice, and answer whatever questions they have. In exchange for the free coaching, we will turn the call into a podcast episode so that our community can benefit as well. It's a win-win!
If you're interested in getting onsite advice from Mike and have your business featured on the podcast, sign up for the EcomCrew Roadshow today!
Catch the finals of the 5 Minute Pitch on YouTube. Join season two by filling out and submitting the application form.
Finally, if you enjoyed listening and think this episode has been useful to you, please take a moment to leave us a review on iTunes.
If you have any questions or comments, feel free to leave them below. Happy selling!
Michael started his first business when he was 18 and is a serial entrepreneur. He got his start in the online world way back in 2004 as an affiliate marketer. From there he grew as an SEO expert and has transitioned into ecommerce, running several sites that bring in a total of 7-figures of revenue each year.


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Senior Resources
Here you will find announcements, resources, list of counselors, and other important information you will need to be successful your senior year.
Senior Parent Night: Tuesday August 9th, 2018
- PowerPoint Presentation (PDF)
- Agenda
- ALC Counseling Calendar Fall 2018
- Blue Sheet - College checklist used to request transcripts. One needed per college.
- Campus Visit Score Card
- Campus Visit Checklist
- College or Military Visit Form
- Scholarship Searching
- INvestED Financial Aid Overview
AHS Guidance YouTube Videos:
PowerPoint Presentation with Audio
College Applciation Process Video
Senior Year ChecklistGet ready for the real world! You are almost done with high school! Use this checklist to secure your plans for life after high school.
Senior Counselors:
Mr. Michael Jaskoski Last Names A-J
Mrs. Melinda Hatchett Last Names K-S
Miss Lisa Salazar Last Names T-Z


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patterns > IraRott Inc. and 2 more...
> Chip the Chimpanzee Banana Monkey Rug
Chip the Chimpanzee Banana Monkey Rug
buy it now or visit pattern website
Chip the Chimpanzee Banana Monkey Rug Crochet Pattern PDF
PROMOTION: Save 20% on any 4 or more IraRott® Patterns purchased together. The discount will be applied automatically at checkout. Our most recent specials and promotions are listed at IraRott.com.
CROCHET LEVEL: Easy
SIZE: Approximately 35" (88.9 cm) from the top down & 36" (91.4 cm) across. Your finished size may vary slightly depending on the materials used & your tension.
FORMAT: PDF, 17 pages, 7.9 MB (mobile devices friendly). Language - English. The pattern is written row-by-row using US crochet terms. It also includes many diagrams, step-by-step photos, and a conversion chart to UK terms. Easy to follow.
SKILLS: Chain, slip stitch, single crochet, half double crochet, double crochet, crab stitch, front post single crochet, working in rows and in the round, increasing, decreasing, sewing.
• Red Heart Super Saver Yarn; Weight category: 4 / Worsted; Qty: 2 skeins of Buff; 2 skeins of Cornmeal; 1 skein of Coffee; a small amount of Warm Brown
• Tapestry needle
• Non-slip shelf liner & Velcro hooks (optional for Non-slip lining)
• 9 mm (M/N)
GAUGE: 9 dc X 4 rows = 4" X 4" (10 X 10 cm), working with hook 9 mm (M/N) & 3 strands of worsted weight yarn held together.
You might also like these matching patterns:
- Chip the Chimpanzee Baby Hat and Diaper Cover Set Crochet Pattern
- Chuck the Chimpanzee Monkey Hat Crochet Pattern
- Silly Monkey Hat and Pants Crochet Pattern
- Banana Monkey Vest Crochet Pattern
Copyright information: IraRott® patterns, images, & graphs are copyrighted, all rights are owned by IraRott Inc. Do not reproduce, share, or resell purchased patterns & featured images without written express permission from IraRott Inc.
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Exhaust Pipe Bosal 738-025 Fits 87-92 Volvo 740 2.3l-l4 on 2040-parts.com
Yonkers, New York, United States
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Saab turns down takeover offer from Chinese investorsFri, 21 Oct 2011 00:00:00 -0700
Swedish Automobile, owner of Saab, has turned down a takeover offer from China's Zhejiang Youngman Lotus Automobile Co. and Pang Da Automobile Trade Co. Youngman and Pa Dang signed a nonbinding memorandum in July to take a combined 53.9 percent stake in Swedish Automobile for about $338 million.
Volvo C30 Performance Concept Prototype (2010) first picturesThu, 22 Apr 2010 00:00:00 -0700
The Volvo C30 PCP concept car (2010). Hardly your average DRIVe Volvo By Tim Pollard First Official Pictures 22 April 2010 17:25 No, we hadn't heard of the Gothenburg motor show, either. But appropriately enough, given the Volvo sale to China's Geely, it overlaps perfectly with the 2010 Beijing auto show – and was the launchpad of the homegrown Volvo C30 Performance Car Prototype.This Volvo concept car was produced by Polestar Performance, the people behind the company's Swedish Touring Car team.
Renault Ondelios concept (2008): first photos and videoWed, 10 Sep 2008 00:00:00 -0700
By Nick Eaton First Official Pictures 10 September 2008 15:30 The Ondelios has been designed to provide a serene travelling experience, says Renault. The body has been designed to look like a singular smooth shape, so the glass appears to merge seamlessly with the body panels. Renault also claims the Ondelios's shape enhances the car's other raison-d'etre: streamlined efficiency (and hence eco-friendliness). Those huge 23-inch aluminium alloys are designed to prevent turbulence and the car has been engineered to be a slippery as possible, boasting a drag coefficient of 0.29Cd.


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While video content is often stored in rather large files or broadcasted in continuous streams, users are often interested in retrieving only a particular passage on a topic of interest to them. It is, therefore, necessary to split video documents or streams into shorter segments corresponding to appropriate retrieval units. We propose here a method for the automatic segmentation of TV news videos into stories. A-multiple-descriptor based segmentation approach is proposed. The selected multimodal features are complementary and give good insights about story boundaries. Once extracted, these features are expanded with a local temporal context and combined by an early fusion process. The story boundaries are then predicted using machine learning techniques. We investigate the system by experiments conducted using TRECVID 2003 data and protocol of the story boundary detection task, and we show that the proposed approach outperforms the state-of-the-art methods while requiring a very small amount of manual annotation.
Progress in storage and communication technologies has made huge amounts of video contents accessible to users. However, finding a video content corresponding to a particular user's need is not always easy for a variety of reasons, including poor or incomplete content indexing. Also, while video content is often stored in rather large files or broadcasted in continuous streams, users are often interested in retrieving only a particular passage on a topic of interest to them. It is therefore necessary to split video documents or streams into shorter segments corresponding to appropriate retrieval units, for instance, a particular scene in a movie or a particular news in a TV journal. These retrieval units can be defined hierarchically on order to potentially satisfy user needs at different levels of granularity. The retrieval units are not only relevant as search result units but also as units for content-based indexing and for further increasing the content-based video retrieval (CVBR) systems effectiveness.
A video can be analyzed at different levels of granularity. For the image track, the lower level is the individual frame that is generally used for extracting static visual features like color, texture, shape, or interest points. Videos can also be decomposed into shots; a shot is a basic video unit showing a sequence of frames captured by a single camera in a single continuous action in time and space. The shot, however, is not a good retrieval unit as it usually lasts only a few seconds. Higher-level techniques are therefore required to determine a more descriptive segment. We focus in this work on the automatic segmentation of TV journals into individual news or commercial sections if some are present. More specifically, we aim at detecting boundaries between news stories or between a news story and a commercial section. Though this work is conducted in a particular context, it is expected that it could be applied in some other ones with some adaptations, like talk shows for instance. Story segmentation allows better navigation within a video. It can also be used as the starting point for other applications such as video summarization or story search system.
We selected an approach based on multimodal feature extraction. The complementarities of visual and audio information from a video help to develop efficient systems. The story boundary detection is generally more efficient when several and varied features are used. The problem then is to find the best way to use and combine such features. We use a temporal context and machine learning methods to perform the story boundaries detection from multiple features.
Related works and existing solutions are developed in most cases for broadcast TV and more precisely for broadcast news. It was the case for the task proposed by TRECVID in 2003 and 2004 "Story segmentation" [
The authors of [
The method proposed by Chaisorn et al. [
Recently, the authors of [
In this paper, we propose a more effective method than the actual state of art (evaluated on the same test data). Moreover, our method requires a minimal annotation effort. Though it requires a development set including a number of representative videos with a story segmentation ground truth for training, it does not require or requires very little additional feature annotation like the presence of anchorpersons in shots or of topics like sports, weather, politics, or finance for instance.
Most news videos have rather similar and well-defined structures. Chaisorn et al. [
There are also, depending or the station, sequences of commercials. Figure
The structure of a typical news video.
Most of the previous works used the shot as a basic segmentation unit for performing story segmentation. However, we noticed that in the TRECVID development set, only 94.1% of the story boundaries match a shot boundary with the 5-second fuzziness allowance of the official evaluation metric. This means that a system working at the shot level cannot find about 6% of the story boundaries. For example, at the end of a story, an anchorperson can appear to give a summary or a conclusion and switch to another topic. In this case, there is no shot transition between the two stories.
On the other hand, the individual frame is a much too small unit not only because of the volume of computations involved by a frame-level evaluation but also because such an accuracy is not required at the application level and because we felt that the segmentation unit should be long enough so that it has a visual meaning when seen by a human being. It was demonstrated during the TRECVID task of Rushes Video Summarization in 2007 that one second is a good duration for a video segment to be meaningful. Two papers showed, in parallel, that one second is enough and sufficient to represent a topic [
We finally decided to use a short duration and fixed-length segmentation for the story boundary candidate points and for the segment contents characterization. In preliminary experiments, we also tested segment durations larger than one second and the best results were obtained with the smaller ones. We consequently decided to use one second, as the basic unit, which is also consistent with previous works on video summarization [
The idea of our approach is to extract a maximum of relevant information (features or descriptors) and then to fuse it for detecting transitions between the stories. Figure
Overall system components.
Relevant information is extracted on all one-second segments. We use a classification process on the basic units but only in an unsupervised way. Classifying the video segments into different classes (anchorperson, logo presence, weather, speech, silence…) is a fundamental step in recovering structure of a news program. Within a story, we assume that the environment is similar and the discussion focuses on the same topic.
We decided to use the different available modalities. The visual information includes shot detection, the presence of a particular person, and other information such as the presence of channel logo, junk frames, and visual activity. We also use the presence of screen text; we believe that the presence of a text box on a frame on a particular location may have some importance to find story boundaries. For example, in television news the title of a new topic appears in the same place.
We extract audio information like the presence of silence. In fact, when an anchorperson speaks, it happens regularly that a short silence marks the transition between two topics. We also exploit automatic speech recognition (ASR) to extract textual information such as the presence of words that appear frequently near a transition between the stories.
One originality of the proposed approach is that once extracted, the descriptors are expanded with a local temporal context. The main idea of this step is that the value of a descriptor is a possible cue for a story boundary but its temporal evolution in the neighborhood is possibly also very relevant. For example, the appearance or disappearance of a logo is an information more important than only the presence of the logo in the video sequence. Now that we have different sources of information, we need to merge them in order to predict the story boundaries. These sources are merged by early fusion [
Once we have different sources of information for each one second segment as well as their local temporal evolution, the challenging task is to segment the broadcast into coherent news stories. Like in major works, we focus on finding the boundaries of every story that succeed in the video stream. In order to perform this detection, we use traditional machine learning methods.
We present in this section the extraction of the different features. These features are either obtained directly through the application of a third party system that we could not have a chance to improve (e.g., the speech recognizer system (Section
We perform a shot boundary detection. As explained previously, in TRECVID development set,
Shot boundary detection is performed but it is not directly used as a basis for the candidate story boundaries as this would induce a significant number of missed transitions (at least 6% of story boundaries do not match a shot boundary). Instead it is used as a feature associated to one-second segment units: two binary values are associated with each one-second segment indicating the presence or the absence of a cut or gradual transition within it.
We use a face detector [
Samples of anchorperson template.
The anchorperson feature is a single analog (real) value associated with each one-second segment, which is the confidence measure for the segment to contain the anchor person.
A junk frame is a noninformative frame, typically strong compressions artifacts, transmission errors, or more simply black or single color frames. Figure
Samples of junk frames.
The intensity of motion activity in a video is in fact a measure of "how much" the video content is changing. Considering the high computational complexity caused by existing methods to model the motion feature, we use a more computationally effective color pixel difference-based method to extract the visual activity. The visual activity of a frame can be represented by the percentage of pixels that have changed color between it and the previous frame.
A TV logo is a graphic representation that is used to identify a channel. A logo is placed in the same place and continuously, except during commercials. Based on this observation, we compute the average frame of the video and the variance of the pixel color in the video, see Figure
Average frames and reference position; CNN images on the right and ABC on the left. The first image represents the average frame (for a selected location), and, on the second image, the pixels with the lowest variance in white are considered to be part of the logo.
The screen text boxes are detected using the method proposed in [
We perform a clustering in order to group video segments by visual similarity. We represent a video segment by an HSV color histogram, we use the Euclidian distance to compare video segments, and finally we use K-means to perform the clustering. The cluster feature is a discrete integer value associated with each one-second segment indicating the index of the cluster that is closest to the segment contents.
The first step of audio segmentation systems is to detect the portions of the input audio stream that exhibit some audio activity or, equivalently, the portions of silence. The approach for audio activity detection is the bi-Gaussian model of the stream energy profile, where the energy profile is the frame energy or log-energy sequence. The silence feature is a binary value associated with each one-second segment indicating that the segment does contain silence.
We used here the transcripts proposed during the TRECVID 2003 story segmentation campaign. The speech recognizer makes use of continuous density HMMs with Gaussian mixture for acoustic modeling and 4-gram statistics estimated on large text corpora. Word recognition is performed in multiple passes, where current hypotheses are used for cluster-based acoustic model adaptation prior to the next decoding pass [
The speaker detection method is based on [
Based on the ASR, we extract the most frequent transition words. We first remove all stop words from the transcription. Then, we select the most frequent words that appear in a temporal window that overlaps a story transition. Finally, for each selected word
Transition words and their scores.
Multimodal features are the pool of features obtained from single modalities to be used for story boundary detection combined into a global representation. Figure
Example of multimodal features. Each pixel column corresponds to a one-second segment. The top and bottom thick lines (or stripes) represent the ground truth with transitions in black and stories in light green (news) or dark gray (advertisements/misc). The similar line (or stripe) with a thick black line in the middle shows the same information while also separating the visual features (above) from the audio features (below). Thin lines between the thick ones reproduce the top and bottom thick lines but with lighter colors for the story types and additionally with a 5-second green expansion around the boundaries corresponding to the fuzziness factor associated with the evaluation metric (transitions are counted as correct if found within this extension). These are replicated so that it is easier to see how the feature values or transitions match them. Also, the beginning of the thin lines contains the name of the feature represented in the thick lines immediately below them. Finally, the remaining thick lines represent the feature values with three types of coding. For scalar analog values, the blue intensity corresponds to the real value normalized between 0 and 1. For binary values, this is the same except that only the extreme values are used and that in the case of shot boundaries, blue is used for cuts and red is used for gradual transitions. For cluster index values (clusters and speakers), a random color map is generated and used.
As it can be seen, silence is well correlated with the ground truth although it lacks precision (it detects a silence between the first two story boundaries). This false alarm can nevertheless be corrected using other features like, for example, anchorperson or shot transition. The combinatorial is very complex, so we rely on an automatic procedure to combine these features and machine learning to analyze them.
The shot detection information is decomposed into two binary values: the first one represents the presence of a cut transition and the second represents the presence of a gradual transition in the one-second segment. The presence of silence and logo are represented by a binary value. Visual cluster and speaker are represented by the cluster index. Finally, other features are numerical values.
Once extracted, the multimodal features can be combined by early fusion in order to detect the transitions between stories. We do this in two steps: we determine the best way to use each feature and then we merge the features using a classifier. The classifier provides a prediction score for story transition. The fusion is performed with the same basic segmentation unit as the feature extraction: one-second fixed length segments.
All descriptors are extracted for each one-second segment of a video. Therefore, they do not take into account the temporal information included in a video. Certainly, the information of the presence or absence of a descriptor is important, but the information about the appearance or disappearance can be even more relevant. Based on this observation, we extend the descriptors with a local temporal context, more precisely by the descriptor values in the closest segments.
We use a strategy based on a sliding window: for a one-second segment the list, the list,
The first solution corresponds to feeding the classifier with an input vector that is a concatenation of a number of column vectors around the current one or to use a vertical slice of several columns in the representation given in Figure
the list,
the list,
Finally, each multimodal vector used as input for the classifier is a concatenation of the best features' representation. We chose to perform an early fusion for avoiding the loss of the correlation information between different features. We have tested several classifiers using WEKA [
Our method has been evaluated in the context of the TRECVID 2003 Story Segmentation Task and exactly in the same conditions except, indeed, that it was done later and that it could not be included in the TRECVID 2003 official results. However, the same data, ground truth, protocol, metrics, and evaluation programs have been used. Tuning has been done using only the development data and the tuned system has then been applied only once on the test data. No tuning was done on the test data at all.
The collection contains about 120 hours of ABC World News Tonight and CNN Headline News recorded by the Linguistic Data Consortium from late January through June 1998. We chose this dataset because it is the only one which is available and widely used by the community; it allows us to compare our method with the state of the art.
We developed and tuned the system only within the development set (partitioned itself into a training and a test set by a random process) and then we applied it on the test set. Since story boundaries are rather abrupt changes of focus, story boundary evaluation is modeled on the evaluation of shot boundaries: to evaluate the story segmentation, an automatic comparison to human-annotated reference is done to extract recall and precision measures. A story boundary is expressed as a time offset with respect to the start of the video file in seconds, accurate to the nearest hundredth of a second. Each reference boundary is expanded with a fuzziness factor of five seconds in each direction, resulting in an evaluation interval of Story boundary recall = number of reference boundaries detected/total number of reference boundaries. Story boundary precision = (total number of submitted boundaries minus the total amount of false alarms)/total number of submitted boundaries. Story boundary
Story boundary recall = number of reference boundaries detected/total number of reference boundaries.
Story boundary precision = (total number of submitted boundaries minus the total amount of false alarms)/total number of submitted boundaries.
Story boundary
We made a selection of the best classifier method for our problem:
Results for the best classifiers.
Results show that RandomForest is the best classifier for our problem. Results also show that the classifiers in the category of trees are on average the best in our case. This can partially be explained by the non-normalized features that we used. However, this is a complex problem because our descriptors do not have the same scale. For example, it is difficult to compare the number of faces in a video segment and a confidence value of visual activity. For our problem, it is also interesting to note that the amount of positive is very low compared to the number of negative. So, classifiers like SVM are not suitable.
To prove the relevance of the chosen features, we estimate the performance loss in terms of
Multimodal features lost in terms of
We can see that speaker detection and silence are the most important features for our problem. Features like transition words, logo, face, junk, text screen, and visual cluster are also important. It should be noted that some features are correlated with other ones, and it is logical that the performance loss associated with such a feature is not high. For example, if we remove anchorperson, the performance loss is not very important because this information is partly present in the speaker feature.
We can see that audio features are more interesting than visual features. In order to evaluate this comment, we compare results obtained only using audio features with only visual features, see the recall-precision curve in Figure
Comparison between audio and visual features.
For each descriptor, we tested different lengths of sliding window (from
Best descriptor representation. In this table, we can see for each descriptor the best length
Results for local temporal context of a descriptor.
In Figure
Results for local temporal context.
In order to assess the robustness of our system, we evaluate it in a cross-channel setting while the domain being the same (namely, TV news programs). The TRECVID 2003 collection contains TV journals from two different channels: CNN and ABC. We evaluated the system while training the system on the full development collection, only the ABC part, or only the CNN part and while testing the system also on these channel combinations. In order to distinguish between the effect of using a smaller training collection and the effect of using only one of the channels, we also trained the system using only half of the full development collection with both channels. We evaluated the following combinations: "ABC to ABC," "CNN to CNN," "all to all," "all/2 to all," "ABC to CNN," and "CNN to ABC". Some features (logo detection and transition words) are always computed separately for each channel.
Collection results. The comparison of results between a learning on all videos (CNN and ABC) called "all to all," a collection learning "ABC to ABC" and "CNN to CNN," and another generic learning but with the same number of training samples "all/2 to all" as in collection learning.
As expected, we can notice a performance drop for cross-channel experiments. The figure shows that the system performs better for "CNN to ABC" than for "ABC to CNN." However, the quality of the predictions remains good since we get an
We have tested our method on another corpus. This corpus consists of 59 videos of France 2 TV News from 1 February to 31 March 2007. The average length of these videos is about 38 minutes, which represents an overall of 37 hours of video. We extracted a subset of multimodal features: junk frames, visual activity, logo, anchorperson, transition words, and speaker detection. We obtained good results: an
We compare our results with the state of the art in Table The method proposed by Chaisorn et al. [ Misra et al. [ Goyal et al. [ In Ma et al. [
The method proposed by Chaisorn et al. [
Misra et al. [
Goyal et al. [
In Ma et al. [
Comparison with the state of art.
|Chaisorn et al. 2003 [
|Misra et al. 2010 [
|Goyal et al. 2009 [
|Ma et al. 2009 [
|Our method
|Our method + channel
With the proposed method, we have obtained a recall of
We have presented a method for segmenting TV news videos into stories. This system is based on multimodal features extraction. The originality of the approach is in the use of machine learning techniques for finding the candidate transitions from a large number of heterogeneous low-level features; it is also in the use of a temporal context for the features before their combination by early fusion.
This system has the advantage that it requires no or minimal external annotation. It was evaluated in the context of the TRECVID 2003 story segmentation task and obtained better performance than the current state of the art.
Future work would include other relevant descriptors for this task and an efficient step of normalization. Features of interest could be category topic detection using other sources in a video collection. Regarding the method for predicting the presence of story transition, it could be improved through a process that takes into account the video structure and the temporal information.
This work was realized as part of the Quaero Programme funded by OSEO, French state agency for innovation.


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Many people regard Reasoning the opposite of Intuition. Reasoning is rational thinking using logic, while Intuition is unconscious, a paranormal gift, a magical awareness not accessible for normal humans, or a connectivity to an all knowing esoteric field. However, psychologists have proposed a dual-process theoryof the mind. The output of "thinking" could be the result... Continue Reading →
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Innovations – The Blue Economy Approach
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Dialectical Thinking or Kick Box Thinking
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Fashion e-tailer Myntra on Wednesday launched its "Blink Go" first smart wearable device at Rs 4,199.
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There is just one final game to get through before Liverpool can finally say for certain that they'll be in this season's Champions League group stages.
It's been on the cards since their final day victory over relegated Middlesbrough confirmed that the Reds would finish in the Premier League's top four, although the idea of losing in the play-off round was never really mooted seriously. Since the start of the summer, the accepted interpretation of the state of play has been very simple: Liverpool are in the Champions League.
And yet, given the emphatic feeling around Liverpool's participation in the top European competition, there doesn't seem to have been much urgency to create a squad strong enough to compete on more fronts than they did last season.
Whatever happens in tomorrow night's game against Hoffenheim, Liverpool will be in Europe. Perhaps, then, the club should have been thinking about adding more to the squad than just Mohamed Salah, Andrew Robertson and Dominic Solanke. Though perhaps it's victory over the Germans and a place in the group stages which is necessary in order to attract the right players.
Last week's victory over Hoffenheim saw Trent Alexander-Arnold star in the victory in Germany with a solid performance at right back and a stunning free kick. But on the other side of the Reds' defence was Alberto Moreno, long outcast from the team last season after some poor performances and a penchant for getting caught in attacking positions without a care for his defensive positioning.
And that doesn't bode well for the rest of the season. Andrew Robertson has arrived from Hull City and took Moreno's place on Saturday against Crystal Palace, whilst Alexander-Arnold has been tipped to push Nathaniel Clyne for a place in the starting XI once the England international is back from injury. But neither are full-backs with Champions League experience.
Indeed, Liverpool currently look to be in a similar position to Chelsea.
Whereas the champions seem to have exchanged some of their players for new players (Costa for Morata, Matic for Bakayoko), Liverpool have at least made their squad stronger. Getting rid only of Lucas Leiva and bringing in two new players – three if you count Solanke, though it remains to be seen how much game time the former Chelsea youngster will get – means that the squad is stronger than it was when the season ended, but it doesn't seem obviously strong enough to deal with the demands of a challenge on the domestic fronts plus a Champions League campaign.
Like Chelsea's, Liverpool's summer business doesn't look like enough in the face of the extra games.
It's also true that Liverpool's squad needed strengthening whether there was European football or not. Last season's fourth place should represent a decent season, though it will seem like a reasonably disappointing one given that, in January, Jurgen Klopp's side were the ones challenging Chelsea for the title, as well as still fighting in both domestic competitions.
Their collapse after Sadio Mane's departure to the African Cup of Nations and other various niggling injuries throughout the squad mean that whatever happened, they needed more strength in depth. The arrival of Salah addresses one of these issues, but apart from that, more is needed.
There's still time left for new players to be added, of course. And the Champions League draw might focus minds. From Liverpool's point of view as well as that of the prospective players who might be further enticed by Champions League football when the draw makes it all seem that bit more real. But at this point, it looks as though Liverpool are more worried about losing Philippe Coutinho than buying others.
At this point, all of the transfer sagas surrounding Anfield look unsolved. Coutinho looks like he'll stay, but that could certainly change. Virgil van Dijk and Naby Keita both look like they'll stay at their respective clubs, too. And so Liverpool are left needing players without any time left to make the right purchases.
And there's the problem: Liverpool are short, especially with the extra European games, but they also shouldn't panic buy just in order to have more players to cope with demand.
Like Chelsea, this is something of a strange position for them to be in given they knew about the extra games months ago.


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Burris Signature Pos-Align Offset Inserts
Click for Product Details
Rings, Mounts & Bases
Scope Rings
By utilizing Pos-Align Offset Inserts in Signature Rings, you can virtually sight-in your gun without moving the scope adjustments. By keeping the internal optics centered, you'll see through the scope all of the clarity, sharpness, and brightness that the optics designers intended for you to see. The offset inserts also correct for any misalignment caused by receiver holes drilled off center, or the bases or rings being slightly off perfect center. And for you 1000-yard shooters, the need for expensive tapered bases or shimming becomes a hassle and expense of the past. Kit inlcudes one set of each .005, .010, .020. Mfg: Burris SPECS: Synthetic, black. For 1″ rings only. Kit includes: .005, .010, .020 inserts.. POS-ALIGN Pivoting Synthetic Inserts End Scope Misalignment
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Pioneer Elementary School will be hosting a Family STEAM Night (Science, Technology, Engineering, Art, Mathematics). Families can rotate through these exciting STEAM-based Maker Stations:
Art Exploration - Explore the use of force to create visual art
Garden Science - Engineer a seed, create art through flower pounding
Makey-Makeys - Create functioning circuits with unlikely objects
Cardboard Challenge - If you can think it, you can build it
Fabric Hack - Design and create
Paper Circuits - Free-building with an electrical components
Vibration Station - "See" sound in a new way
Donations of the items below will be needed to make the night a success. Please visit https://www.signupgenius.com/go/20f0d4da5aa22a5f49-steam to sign up to volunteer and see the current list of donations needed.
Due to limited space, donations will be accepted between May 23 and May 29th.
Donations Included Are:
-Watercolor paper
-4 rolls of scotch tape
-Flower petals (refrigerate) from a home garden (not store-bought please)
- 2 rolls of wax paper
- 6 - 8 bananas
- 5 - 10 potatoes
- Small bag of carrots
- Massive amounts of cardboard, from cereal boxes, to TV/refrigerator boxes
- Wooden beads
- 3 bags of feathers
- Pipe cleaners
- 8 mesh orange/apple bags
- Paper straws
- Sequins
- Pom poms
- Tassels
- Googly eyes
- 20 rolls of duct tape, any color
- Fabric remnants: all kinds, all shapes, all sizes
- Fabric markers
- 3 - 5 packages of yarn or ribbon
- Glue sticks
- 10 rolls of masking tape
**FREE Hot dogs and chips will be available prior to the event at 5:30pm or bring your own picnic dinner**
Contact firstname.lastname@example.com for more information.