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Acer miyabei, a deciduous tree with a flat top and corky bark. This species has 5-lobed, pale green leaves that are heart shaped at the base, turning yellow in the autumn. Yellow flowers open in the spring from pendent racemes. This species is hard to propagate as the seed germinates slowly and grafting is not very successful.
Google Plant Images: click here!
CharacteristicsCultivar: n/a
Family: Aceraceae
Size: Height: 0 ft. to 40 ft.
Width: 0 ft. to 40 ft.
Plant Category: landscape, trees,
Plant Characteristics: round,
Foliage Characteristics: deciduous,
Flower Characteristics: pendent,
Flower Color: yellows,
Bloomtime Range: Early Spring to Mid Spring
USDA Hardiness Zone: 6 to 9
AHS Heat Zone: Not defined for this plant
Light Range: Part Shade to Sun
pH Range: 7 to 8.5
Soil Range: Sandy Loam to Loam
Water Range: Moist to Moist
Plant Care
FertilizingHow-to : Fertilization for Young Plants
Young plants need extra phosphorus to encourage good root development. Look for a fertilizer that has phosphorus, P, in it(the second number on the bag.) Apply recommended amount for plant per label directions in the soil at time of planting or at least during the first growing season.
How-to : Fertilization for Established Plants
Established plants can benefit from fertilization. Take a visual inventory of your landscape. Trees need to be fertilized every few years. Shrubs and other plants in the landscape can be fertilized yearly. A soil test can determine existing nutrient levels in the soil. If one or more nutrients is low, a specific instead of an all-purpose fertilizer may be required. Fertilizers that are high in N, nitrogen, will promote green leafy growth. Excess nitrogen in the soil can cause excessive vegetative growth on plants at the expense of flower bud development. It is best to avoid fertilizing late in the growing season. Applications made at that time can force lush, vegetative growth that will not have a chance to harden off before the onset of cold weather.
LightConditions : Partial Shade
Partial Shade is defined as filtered light found beneath trees with high limbs. Partial shade usually offers some protection from direct afternoon sun.
Conditions : Types of Pruning
Types of pruning include: pinching, thinning, shearing and rejuvenating.
Pinching is removing the stem tips of a young plant to promote branching. Doing this avoids the need for more severe pruning later on.
Thinning involves removing whole branches back to the trunk. This may be done to open up the interior of a plant to let more light in and to increase air circulation that can cut down on plant disease. The best way to begin thinning is to begin by removing dead or diseased wood.
Shearing is leveling the surface of a shrub using hand or electric shears. This is done to maintain the desired shape of a hedge or topiary.
Rejuvenating is removal of old branches or the overall reduction of the size of a shrub to restore its original form and size. It is recommended that you do not remove more than one third of a plant at a time. Remember to remove branches from the inside of the plant as well as the outside. When rejuvenating plants with canes, such as nandina, cut back canes at various heights so that plant will have a more natural look.
Conditions : Full Sun
Full Sun is defined as exposure to more than 6 hours of continuous, direct sun per day.
WateringConditions : Moist
Moist is defined as soil that receives regular watering to a depth of 18 inch deep, does not dry out, but does not have a drainage problem either.
Conditions : Outdoor Watering
Plants are almost completely made up of water so it is important to supply them with adequate water to maintain good plant health. Not enough water and roots will wither and the plant will wilt and die. Too much water applied too frequently deprives roots of oxygen leading to plant diseases such as root and stem rots. The type of plant, plant age, light level, soil type and container size all will impact when a plant needs to be watered. Follow these tips to ensure successful watering:
* The key to watering is water deeply and less frequently. When watering, water well, i.e. provide enough water to thoroughly saturate the root ball. With in-ground plants, this means thoroughly soaking the soil until water has penetrated to a depth of 6 to 7 inches (1' being better). With container grown plants, apply enough water to allow water to flow through the drainage holes.
* Try to water plants early in the day or later in the afternoon to conserve water and cut down on plant stress. Do water early enough so that water has had a chance to dry from plant leaves prior to night fall. This is paramount if you have had fungus problems.
* Don't wait to water until plants wilt. Although some plants will recover from this, all plants will die if they wilt too much (when they reach the permanent wilting point).
* Consider water conservation methods such as drip irrigation, mulching, and xeriscaping. Drip systems which slowly drip moisture directly on the root system can be purchased at your local home and garden center. Mulches can significantly cool the root zone and conserve moisture.
* Consider adding water-saving gels to the root zone which will hold a reserve of water for the plant. These can make a world of difference especially under stressful conditions. Be certain to follow label directions for their use.
PlantingHow-to : Pruning Trees After Planting
It is critical to prune trees correctly from the beginning to assure proper growth and development. Young trees can be transplanted in a number of forms: bare root, balled & burlap and in containers. The more stress the plant undergoes in the transplant process, the more pruning that is required to compensate.
Deciduous trees like maples (those that loose their leaves in the fall) can be dug up and sold with their bare roots exposed. Because most of the root system is lost in digging, sufficient top growth should be removed to compensate for this loss. This may be done at the nursery before you buy the plant or you may have to prune at the time of planting. Select and head back the best scaffold branches, i.e. those branches which will form the main lateral structure of the future mature tree. Remove all other extraneous side branches. If the tree seedling does not have branches, allow it to grow to the desired height of branching then pinch it back to stimulate the lower buds to form branches.
Ball and burlap trees are dug up with their root systems somewhat intact. This was mostly done for conifers and broadleaf evergreens, but has become common for deciduous trees as well. Since some root mass is lost in the digging stage, a light pruning is generally called for. Head back the plant to compensate for this loss and to promote branching.
Trees that are grown in containers generally do not loose roots in the transplanting phase. Therefore you do not generally have to prune them unless there is some root injury or limb damage in the planting process.
Once you have your trees planted, be patient. Do not remove shoots from the trunk early on as these allow the tree to grow more rapidly and also shade the tender young trunk from sun-scald. Wait a few years to begin training the tree to its ultimate form.
How-to : Staking Trees
Staking is done differently depending on the size and flexibility of the tree, and the windiness of the planting site. Generally only trees that are planted in windy, exposed locations need to be staked. For most trees, a low stake is preferred, to let the tree move naturally. For windy areas or flexible trees, use a high stake. For trees more than 12 feet tall, use two low stakes on opposite sides of the tree or several guy ropes. The ties used need to accommodate growth and not cause bark damage with friction. Buckle-and-spacer ties can be found at garden centers, they are expandable and have a protective spacer. Ties without spacers should be formed into a figure eight to create padding. Latest studies have shown that when staking a tree, provide enough leeway so that the tree can move back and forth in the wind. Stronger roots will develop this way. If the tree can not move back and forth, these important roots will not develop and the tree might fall over during a storm, once stakes are removed. When planting a tree, stake at the time of planting if staking is a necessity.
How-to : Planting a Tree
Dig out an area for the tree that is about 3 or 4 times the diameter of the container or rootball and the same depth as the container or rootball. Use a pitchfork or shovel to scarify the sides of the hole.
If container-grown, lay the tree on its side and remove the container. Loosen the roots around the edges without breaking up the root ball too much. Position tree in center of hole so that the best side faces forward. You are ready to begin filling in with soil.
If planting a balled and burlaped tree, position it in hole so that the best side faces forward. Untie or remove nails from burlap at top of ball and pull burlap back, so it does not stick out of hole when soil is replaced. Synthetic burlap should be removed as it will not decompose like natural burlap. Larger trees often come in wire baskets. Plant as you would a b&b plant, but cut as much of the wire away as possible without actually removing the basket. Chances are, you would do more damage to the rootball by removing the basket. Simply cut away wires to leave several large openings for roots.
Fill both holes with soil the same way. Never amend with less than half original soil. Recent studies show that if your soil is loose enough, you are better off adding little or no soil amendments.
Create a water ring around the outer edge of the hole. Not only will this conseve water, but will direct moisture to perimeter roots, encouraging outer growth. Once tree is established, water ring may be leveled. Studies show that mulched trees grow faster than those unmulched, so add a 3"" layer of pinestraw, compost, or pulverized bark over backfilled area. Remove any damaged limbs.
ProblemsDiseases : Verticillium or Fusarium Wilt
Wilts may be contracted through infected seed, plant debris, or soil. This fungus begins and multiplies during the cool, moist season, becoming obvious when weather turns warm and dry. Plants wilt because the fungus damages their water conducting mechanisms. Overfertilization can worsen this problem. Able to overwinter in soil for many years, it is also carried and harbored in common weeds.
Prevention and Control: If possible, select resistant varieties. Keep nitrogen-heavy fertilizers to a minimum as well as over-irrigating as they encourage lush growth. Practice crop rotation and prune out or better yet remove infected plants.
Pest : Spider Mites
Spider mites are small, 8 legged, spider-like creatures which thrive in hot, dry conditions (like heated houses). Spider mites feed with piercing mouth parts, which cause plants to appear yellow and stippled. Leaf drop and plant death can occur with heavy infestations. Spider mites can multiply quickly, as a female can lay up to 200 eggs in a life span of 30 days. They also produce a web which can cover infested leaves and flowers.
Prevention and Control: Keep weeds down and remove infested plants. Dry air seems to worsen the problem, so make sure plants are regularly watered, especially those preferring high humidity such as tropicals, citrus, or tomatoes. Always check new plants prior to bringing them home from the garden center or nursery. Take advantage of natural enemies such as ladybug larvae. If a miticide is recommended by your local garden center professional or county Cooperative Extension office, read and follow all label directions. Concentrate your efforts on the undersides of the leaves as that is where spider mites generally live.
Pest : Fungus Gnats and Shoreflies
Fungus Gnats or Shore fliesare small pesky flies which can often be a nuisance inside the home. About the size of fruit flies, they can be seen running on the soil surface of pots. They seem to favor wet soil conditions and may thrive in mixes containing hardwood bark or manure. While the worm-like larvae can cause root damage and adults can transmit plant diseases, they rarely cause severe plant damage.
Possible controls: avoid over-watering soil. Another option: use labelled insecticidal drenches against the juvenile stages. Adults can be controlled with recommended insecticides, as well. Encourage natural enemies such as parasitic nematodes in the garden.
Pest : Aphids
Aphids are small, soft-bodied, slow-moving insects that suck fluids from plants. Aphids come in many colors, ranging from green to brown to black, and they may have wings. They attack a wide range of plant species causing stunting, deformed leaves and buds. They can transmit harmful plant viruses with their piercing/sucking mouthparts. Aphids, generally, are merely a nuisance, since it takes many of them to cause serious plant damage. However aphids do produce a sweet substance called honeydew (coveted by ants) which can lead to an unattractive black surface growth called sooty mold.
Aphids can increase quickly in numbers and each female can produce up to 250 live nymphs in the course of a month without mating. Aphids often appear when the environment changes - spring & fall. They're often massed at the tips of branches feeding on succulent tissue. Aphids are attracted to the color yellow and will often hitchhike on yellow clothing.
Prevention and Control: Keep weeds to an absolute minimum, especially around desirable plants. On edibles, wash off infected area of plant. Lady bugs and lacewings will feed on aphids in the garden. There are various products - organic and inorganic - that can be used to control aphids. Seek the recommendation of a professional and follow all label procedures to a tee.
Pest : Caterpillars
Caterpillars are the immature form of moths and butterflies. They are voracious feeders attacking a wide variety of plants. They can be highly destructive and are characterized as leaf feeders, stem borers, leaf rollers, cutworms and tent-formers.
Prevention and Control: keep weeds down, scout individual plants and remove caterpillars, apply labeled insecticides such as soaps and oils, take advantage of natural enemies such as parasitic wasps in the garden and use Bacillus thuringiensis (biological warfare) for some caterpillar species.
Fungi : Leaf Spots
Leaf spots are caused by fungi or bacteria. Brown or black spots and patches may be either ragged or circular, with a water soaked or yellow-edged appearance. Insects, rain, dirty garden tools, or even people can help its spread.
Prevention and Control: Remove infected leaves when the plant is dry. Leaves that collect around the base of the plant should be raked up and disposed of. Avoid overhead irrigation if possible; water should be directed at soil level. For fungal leaf spots, use a recommended fungicide according to label directions.
Pest : Scale Insects
Scales are insects, related to mealy bugs, that can be a problem on a wide variety of plants - indoor and outdoor. Young scales crawl until they find a good feeding site. The adult females then lose their legs and remain on a spot protected by its hard shell layer. They appear as bumps, often on the lower sides of leaves. They have piercing mouth parts that suck the sap out of plant tissue. Scales can weaken a plant leading to yellow foliage and leaf drop. They also produce a sweet substance called honeydew (coveted by ants) which can lead to an unattractive black surface fungal growth called sooty mold.
Prevention and Control: Once established they are hard to control. Isolate infested plants away from those that are not infested. Consult your local garden center professional or Cooperative Extension office in your county for a legal recommendation regarding their control. Encourage natural enemies such as parasitic wasps in the garden.
MiscellaneousConditions : Fall Color
Fall color is the result of trees or shrubs changing colors according to complex chemical formulas present in their leaves. Depending on how much iron, magnesium, phosphorus, or sodium is in the plant, and the acidity of the chemicals in the leaves, leaves might turn amber, gold, red, orange or just fade from green to brown. Scarlet oaks, red maples and sumacs, for instance, have a slightly acidic sap, which causes the leaves to turn bright red. The leaves of some varieties of ash, growing in areas where limestone is present, will turn a regal purplish-blue.
Although many people believe that cooler temperatures are responsible for the color change, the weather has nothing to do with it at all. As the days grow shorter and the nights longer, a chemical clock inside the trees starts up, releasing a hormone which restricts the flow of sap to each leaf. As fall progresses, the sap flow slows and chlorophyll, the chemical that gives the leaves their green color in the spring and summer, disappears. The residual sap becomes more concentrated as it dries, creating the colors of fall.
Glossary : Deciduous
Deciduous refers to those plants that lose their leaves or needles at the end of the growing season.
Glossary : Tree
Tree: a woody perennial with a crown of branches that begin atop a single stem or trunk. The exception to this rule is multi-trunk trees, which some may argue are really very large shrubs.
Glossary : Viruses
Viruses, which are smaller than bacteria, are not living and do not replicate on their own. They must rely on the cellular mechanisms of their hosts to replicate. Because this greatly disrupts the cell's functionality, outward signs of a viral infection result in a plant disease with symptoms such as abnormal or stunted growth, damaged fruit, discolorations or spots.
Prevention and Control: Keep virus carriers such as aphids, leafhoppers, and thrips under control. These plant feeding insects spread viruses. Viruses can also be introduced by infected pollen or through plant openings (as when pruning). Begin by keeping the pathogen out of your garden. New plants should be checked, as well as tools and existing plants. Use only certified seed that is deemed disease-free. Plant only resistant varieties and create a discouraging environment by rotating crops, not planting closely related plants in the same area every year.


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TINI Store Darwin
Miniland Dolls Anatomically Correct Baby Doll, Caucasian Boy - 38cm
* come with underwear set
Miniland Educational dolls are an important educational resource which help comprehend the concepts of family, population groups, the basic rules of relationships and coexistence, respect for racial and sexual diversity.
Made in Spain, these anatomically correct dolls are vanilla scented to smell like a newly born baby. The dolls have well-defined ethnic features to aid the identification of the most representative races.The dolls can be articulated.
Made in Phytalates-free vinyl, they are soft and flexible to the touch. The dolls can not be bathed.
The fact that the dolls have a gender allows children to make an important difference between them, strengthening knowledge of differential facts. They do not contain batteries or make any sound, so the dolls do what the child want them to.
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Box Dimensions: 20 cm x 31 cm x 18 cm - length/height/width


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Ferry Schinoussa to Aegiali
How to get from Schinoussa to Aegiali with conventional and high speed ferries, details of scheduled departures, updated prices and how to reach the ports!
Conventional or high speed ferry from Schinoussa to Aegiali?
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Japanese Vtg Small Wooden Storage Box
Shipping: We ship worldwide by Japan Post. You can see the shipping prices and options by adding this item to your cart. We do combine shipping and if the cart does not give you a discount, we will refund any extra shipping paid in the case of overpayment.
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Select Your Antigua and Barbuda Visa Type Below
- General Information and Eligibility
- Antigua & Barbuda Visitor Visa Requirements (Business or Tourism)
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- Antigua & Barbuda Work Permit Requirements
Visa Hunter's Miscellaneous Tips for Antigua and Barbuda Visas
- Unless you live in Connecticut, Maine, Massachusetts, New Hampshire, New Jersey, New York, Pennsylvania, Rhode Island, or Vermont (i.e. the jurisdiction for the New York Consulate General), I highly suggest you contact the Embassy in Washington DC:
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- 32 New Mexico Avenue N.W.
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Further Reading
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|The Dark Side of Dimensions Movie Pack: Gold Edition
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Due to the volatility of the TCG market, we do not accept returns.
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Avoiding Big Dental Costs
Whoever warned against being "penny wise and pound foolish" must have been thinking of times like these. When the economy is just limping along (and dollars are tight at home) it's natural to look for ways to cut down on unnecessary expenses. Too often, cutting back on today's unnecessary expense leads to far greater costs just a ways down the road. And that's especially true of dental care.
Of course, your dental practitioner recognizes that every household economy goes through its own ups and downs. But they also believe that maintaining a high level of health is the cheapest form of insurance. So they'll work with you to get the dental care you need, and information on dental financing - when you need it.
When you wait too long, a lot can happen.
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Difference between revisions of "MIR workshop 2009"
(→Lectures & Labs 2009)
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= Intelligent Audio Systems: Foundations and Applications of Music Information Retrieval =
= Intelligent Audio Systems: Foundations and Applications of Music Information Retrieval =
== ==
Workshop Title: '''"Intelligent Audio Systems: Foundations and Applications of Music Information Retrieval"
Workshop Title: '''"Intelligent Audio Systems: Foundations and Applications of Music Information Retrieval"
* 9-5 PM. June 29-July 3 2009
* 9-5 PM. June 29-July 3 2009
* Instructors: [http://www.imagine-research.com/ Jay LeBoeuf] and [http://ccrma.stanford.edu/~kglee Kyogu Lee]
* Instructors: [http://www.imagine-research.com/ Jay LeBoeuf] and [http://ccrma.stanford.edu/~kglee Kyogu Lee]
== Abstract ==
== Abstract ==
|Line 273:
|Line 274:
[[Category: Workshops]]
[[Category: Workshops]]
Revision as of 13:03, 3 July 2009
- 1 Intelligent Audio Systems: Foundations and Applications of Music Information Retrieval
- 1.1 Logistics
- 1.2 Abstract
- 1.3 Workshop syllabus
- 1.4 software, libraries, examples
- 1.5 Lectures & Labs 2009
- 1.6 Supplemental papers and information for the lectures...
- 1.7 Jay's Lectures 2008
- 1.8 References for additional info
- 1.9 Audio Source Material
- 1.10 MATLAB Utility Scripts
Intelligent Audio Systems: Foundations and Applications of Music Information Retrieval
Workshop Title: "Intelligent Audio Systems: Foundations and Applications of Music Information Retrieval"
- 9-5 PM. June 29-July 3 2009
- Instructors: Jay LeBoeuf and Kyogu Lee
- Participants: Networking Information
How would you "Google for audio", provide music recommendations based your MP3 files, or have a computer "listen" and understand what you are playing?
This workshop will teach the underlying ideas, approaches, technologies, and practical design of intelligent audio systems using Music Information Retrieval (MIR) algorithms.
MIR is a highly-interdisciplinary field bridging the domains of digital audio signal processing, pattern recognition, software system design, and machine learning. Simply put, MIR algorithms allow a computer to "listen" and "understand or make sense of" audio data, such as MP3s in a personal music collection, live streaming audio, or gigabytes of sound effects, in an effort to reduce the semantic gap between high-level musical information and low-level audio data. In the same way that listeners can recognize the characteristics of sound and music - tempo, key, chord progressions, genre, or song structure - MIR algorithms are capable of recognizing and extracting this information, enabling systems to perform extensive sorting, searching, music recommendation, metadata generation, transcription, and even aiding/generating real-time performance.
This workshop is intended for: students, researchers, and industry audio engineers who are unfamiliar with the field of Music Information Retrieval (MIR). We will demonstrate the myriad of exciting technologies enabled by the fusion of basic signal processing techniques with machine learning and pattern recognition. Lectures will cover topics such as low-level feature extraction, generation of higher-level features such as chord estimations, audio similarity clustering, search, and retrieval techniques, and design and evaluation of machine classification systems. The presentations will be applied, multimedia-rich, overview of the building blocks of modern MIR systems. Our goal is to make the understanding and application of highly-interdisciplinary technologies and complex algorithms approachable.
Knowledge of basic digital audio principles is required. Familiarity with Matlab is desired. Students are highly encouraged to bring their own audio source material for course labs and demonstrations.
Workshop structure: The workshop will consist of half-day lectures, half-day supervised lab sessions, demonstrations, and discussions. Labs will allow students to design basic ground-up "intelligent audio systems", leveraging existing MIR toolboxes, programming environments, and applications. Labs will include creation and evaluation of basic instrument recognition, transcription, and real-time audio analysis systems.
Workshop syllabus
- Administration
- Introductions
- CCRMA Overview
- Introduction to Capabilities and Applications of MIR
- Why MIR?
- Overview of potential research and commercial applications
- Basic System Overview and Architecture
Timing and Segmentation
- Frames and Windows
- Onset Detection
- Beat & Tempo Extraction
Feature Extraction
- Low Level Features
- Zero Crossing
- Temporal centroid, Log Attack time, Attack slope
- Spectral features (Centroid, Flux, RMS, Rolloff, Flatness, Kurtosis, Brightness)
- Spectral bands
- Log spectrogram
- Chroma bins
- Higher-level features
- Tempo/BPM
- Key Estimation
- Chord Estimation
- Genre (genre, artist ID, similarity)
Analysis / Decision Making
- Classification
- Heuristic Analysis
- k-NN
- Clustering and probability density models
- k-Means
- Clustering
Model / Data Preparation Techniques
- Data Preparation
- Scaling data
- Model organization
- concept and design
- Data set construction and organization
Evaluation Methodology
- Feature selection
- Cross Validation
- Information Retrieval metrics (precision, recall, F-Measure)
Plus guest lectures/visits from academic experts and real-world folks.
software, libraries, examples
Applications & Environments
Machine Learning Libraries & Toolboxes
- Netlab Pattern Recognition and Clustering Toolbox (Matlab)
- libsvm SVM toolbox (Matlab)
- MIR Toolboxes (Matlab)
- UCSD CatBox
Optional Toolboxes
- MA Toolbox
- MIDI Toolbox
- [see also below references]
- Marsyas
- Genetic Algorithm: http://www.ise.ncsu.edu/mirage/GAToolBox/gaot/
- Spider http://www.kyb.tuebingen.mpg.de/bs/people/spider/
- HTK http://htk.eng.cam.ac.uk/
Lectures & Labs 2009
Day 1
- CCRMA Introduction (Carr/Sasha) -J/K
- Introduction to MIR (What is MIR? Why are people interested?) -J
- Overview of a basic MIR system architecture -J
- Timing and Segmentation: Frames, Onsets -K
- Overview of frequency-based onset detection -K
- Features: ZCR, Spectral moments -K
- Classification: Using simple heuristics and thresholds -J
- Fundamentals of Digital Audio Signal Processing (lecture slides from Juan Bello)
Lab 1 Students who need a personal tutorial of Matlab or audio signal processing will split off and received small group assistance to bring them up to speed.
- Sound samples
- Background for students needing a refresher:
- Onset detection
Audio slice manipulation with a simple feature.
Day 2
- Temporal Analysis: - K
- Sub-Band Analysis
- Post-Processing, Peak-Picking
- Tempo estimation, beat tracking
- Temporal Analysis (lecture slides from Juan Bello)
- Features: Additional spectral features (Spread, Flatness) -J
- Scaling of feature data -J
- Classification: Instance-based classifiers (such as k-NN and distance metrics) -J
Lab 2
- download Dan Ellis' coversong id toolbox: coversongs
- download an audio file
- post processing
- adaptive thresholding
- Tempo estimation, beat tracking
- Extract new features
- [Lab 2- Build simple classifiers using those features
Day 3 - Harmony: Key, Chord Estimation
- Features: Temporal features; Octave-bands -J
- Features: Spectral Envelopes, MFCCs -J
- Classification: Unsupervised classification (k-means) -J
- Chroma Representation -K
- Key-Profile and Key Estimation -K
- Chord Recognition -K
- Harmony Analysis (lecture slides from Juan Bello)
- Chord recognition using HMMs (Kyogu Lee)
- Genre-specific chord recognition using HMMs (Kyogu Lee)
Lab 3
Day 4
- Structural Analysis -K
- Similarity Matrix
- Novelty Score
- Music Segmentation
- Structural Analysis (lecture slides from Juan Bello)
- Automatic Audio Segmentation (Jonathan Foote)
- New Classifier: GMM -J
- Classification examples: -J
- Speech/Music Discrimination
- Genre Classification
Lab 4
Day 5
- Building and evaluating systems - assembling testing and training sets - J
- IR Methodologies (Cross-validation, training and test sets) - K/J
- Classification: SVM
- IR Evaluation Metrics (precision, recall, f-measure, AROC,...) -K
- Practical tips & tricks -K/J
- Guest Lecture: Gautham Mysore
Lab 5
- Data preprocessing using LDA
- Building classifiers with SVMs
- Cross Validation and Accuracy measures
- Your questions?
Supplemental papers and information for the lectures...
Explanations, tutorials, code demos, recommended papers here - for each topic....
Jay's Lectures 2008
CCRMA MIR 2008 Workshop Wiki - complementary study notes for these lectures.
Lecture 1 - Introduction and motivations for MIR. Onset detection, zero crossing rate, and heuristic classification.
Lecture 2 - k-NN, spectral moments, spectral features, octave bands, profiles, and scaling.
Lecture 3 - Log spectrogram, chromagrams, key and chord estimation, discuss final projects.
Lecture 4 - Sonifying feature data, temporal feature extractors, MFCCs, unsupervised classification, k-means clustering.
Lecture 5 - Support Vector Machines: Binary, RBF parameters, grid search, practical information for designing SVM classifiers.
Lecture 6 - One-class SVM, nu parameter, accuracy, cross-validation, evaluation metrics, assembling training and testing data, probabilistic clustering with GMMs, GMM parameters, distance measures between PDFs, Expectation-Maximization, Artist and Genre classification.
Lecture 8 - Practical considerations for building classifiers, Hidden Markov Models.
Lecture 9 - Code sharing resources, MPEG-7 feature extractors.
Lecture 10 - Course summary, acknowledgments, resources for research.
References for additional info
Recommended books:
- Data Mining: Practical Machine Learning Tools and Techniques, Second Edition by Ian H. Witten , Eibe Frank (includes software)
- Netlab by Ian T. Nabney (includes software)
- Signal Processing Methods for Music Transcription, Klapuri, A. and Davy, M. (Editors)
- Computational Auditory Scene Analysis: Principles, Algorithms, and Applications, DeLiang Wang (Editor), Guy J. Brown (Editor)
- Speech and Audio Signal Processing:Processing and perception of speech and music Ben Gold & Nelson Morgan, Wiley 2000
Prerequisite / background material:
- http://22.214.171.124/jang/books/audioSignalProcessing/
- The Mathworks' Matlab Tutorial
- ISMIR2007 MIR Toolbox Tutorial
- Check out the references listed at the end of the Klapuri & Davy book
- Check out Papers listed on Pg 136-7 of MIR Toolbox: http://www.jyu.fi/hum/laitokset/musiikki/en/research/coe/materials/mirtoolbox/userguide1.1
Other books (not necessary reviewed by the instructors yet):
- Pattern Recognition and Machine Learning (Information Science and Statistics) by Christopher M. Bishop
- Neural Networks for Pattern Recognition, Christopher M. Bishop, Oxford University Press, 1995.
- Pattern Classification, 2nd edition, R Duda, P Hart and D Stork, Wiley Interscience, 2001.
- "Artificial Intelligence: A Modern Approach" Second Edition, Russell R & Norvig P, Prentice Hall, 2003.
- Machine Learning, Tom Mitchell, McGraw Hill, 1997.
Interesting Links:
- http://www.ifs.tuwien.ac.at/mir/howtos.html
- http://www.jyu.fi/hum/laitokset/musiikki/en/research/coe/materials
- http://www.music-ir.org/evaluation/tools.html
- http://220.127.116.11/jang/matlab/toolbox/
- http://htk.eng.cam.ac.uk/
Audio Source Material
OLPC Sound Sample Archive (8.5 GB) [1]
RWC Music Database (n DVDs) [available in Stanford Music library]
RWC - Sound Instruments Table of Contents
MIRToolbox comments, wishes, wants
MATLAB Utility Scripts


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|Public Lands
|72.44 square miles
Grant covers an area that is 1183.29 square miles. Of this 72.44 square miles(6.12 percent) is public lands.
Wisconsin Hunting Regulations
The following website contains hunting regulations/seasons and details on purchasing / acquiring hunting /fishing licenses / permits. Please visit the following website directly to find more details regarding hunting regulations for Wisconsin


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Product Details
Andersen 3062 Narroline Double Hung Upper Sash White Exterior with White Interior
- Works with Andersen Narroline Double Hung 1968 to 2012.
- This sash has a White Exterior with White Interior.
- This window sash has Dual-Pane Finelight Glass.
- Dual pane glass with Finelight offers standard thermal performance with great visibility and includes integrated grilles between the glass.
- This sash features a patented Flexacron finish. This three step process ensures the best protection against weather and scratches.
- Flexacron is a trademark of PPG Industries.
- 20-year limited warranty on the glass and a 10 year limited warranty on the rest of the unit.
- This sash has a visible glass size of 32 7/16 inches wide by 33 15/16 inches high.


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Export 3 results:Author Title Type [ Year]
Filters: Author is Alex S. Gardner [Clear All Filters]
"Analysis of a GRACE global mascon solution for Gulf of Alaska glaciers", Journal of Glaciology, vol. 59, no. 217, pp. 913-924, 2013.,
"A Reconciled Estimate of Glacier Contributions to Sea Level Rise: 2003 to 2009", Science, vol. 340, pp. 852-857, 2013.,
"Accelerated contributions of Canada's Baffin and Bylot Island glaciers to sea level rise over the past half century", The Cryosphere, vol. 6, pp. 1103–1125, 2012.,


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|The SCEAS System
Which Authors cites
Sukeshini A. Grandhi: [Publications] [Author Rank by year] [Co-authors] [Prefers] [Cites] [Cited by]
Sukeshini A. Grandhi has 12 papers, but in 0 of them the citations are stored.
Sukeshini A. Grandhi has 0 citations to 0 distinct publications.
Sukeshini A. Grandhi cites
System created by firstname.lastname@example.com [http://users.auth.gr/~asidirop/] © 2002
for Data Engineering Laboratory, Department of Informatics, Aristotle University © 2002


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free vintage color illustration of potatoes
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FREE IN-STORE PREVIEW - See your jewelry in person before you buy.
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Autoimmune Disease Treatment in San Antonio, FL
Every cell inside your body has a function. Sometimes, these cells are attacked when your immune system mistakes them for something foreign—something that shouldn't be there. This causes your body's defense system to try to eliminate those cells from the body, causing a variety of health problems. This is known as autoimmune disease.
Autoimmune disease can attack many different tissues or organs of the body. There are over 80 types of autoimmune diseases and the American Autoimmune Related Diseases Association estimates that 50 million Americans are living with one of them.
Learn more about autoimmune disease today: Call (813) 536-3212 or contact Dr. Christopher Van Benschoten online.
Types of Autoimmune Diseases
Because the immune system is responsible for defending the entire body, it's possible for an autoimmune disease to develop in just about any area or system. Here's a list of some of the most common autoimmune conditions, though the list is much longer:
- Rheumatoid arthritis
- Systemic lupus erythematosus (Lupus)
- Multiple sclerosis
- Celiac disease
- Pernicious anemia
- Scleroderma
- Psoriasis
- Inflammatory bowel disease
- Type 1 diabetes
- Hashimoto's disease
- Addison's disease
- Temporal arteritis
- Grave's disease
What Causes Autoimmune Disease?
The exact cause of an autoimmune disease will vary depending on which disease is present. However, researchers do believe that a few common factors may contribute to most types of autoimmune disease. These include:
- Environmental factors
- Chemical irritants
- Medication reactions
- Bacteria and viruses
Autoimmune Disease Symptoms
Symptoms will vary depending on what disease is present, as each autoimmune disease affects the body differently.
For example, if you have Hashimoto's thyroiditis your thyroid function will decline. You may have hair loss, intolerance to cold, feel fatigued , or experience heart palpitations. Patients with rheumatoid arthritis will experience joint pain, swelling, and stiffness.
Symptoms of an autoimmune disease tend to come and go and may be vague or hard to diagnose. You may experience symptoms for several days or weeks and find that they get better for a time. Some people may have relapses for years before symptoms return.
Autoimmune Disease Treatment & Diagnosis
Your healthcare provider will start by gathering your medical history and listening to an explanation of your symptoms. They will likely conduct a physical exam and collect a blood sample .
There are specific blood tests that can show elevated immune responses in the body. Your doctor may look for these results or perform other diagnostics on a specific organ.
There is no cure for an autoimmune disease, but symptoms can be mitigated and controlled. This may mean taking medications, receiving surgery or various other treatment protocols. Common treatments for autoimmune diseases include:
- Prescription medication
- Getting plenty of rest
- Exercising regularly
- Avoiding known triggers
- Physical therapy
- Taking vitamin supplements
- Avoiding stress
- Surgery
Call (813) 536-3212 or contact Dr. Christopher Van Benschoten online today for more information about autoimmune disease treatment.
Address4691 Van Dyke Road
Lutz, FL 33558
(813) 536-3212
10:00 am - 4:00 pm
Tue: 10:00 am - 4:00 pm
Wed: Closed
Thu: 10:00 am - 6:00 pm
Fri: 10:00 am - 3:00 pm
Sat: Closed
Sun: Closed
Areas We Service:Hernando County, FL, Hillsborough County, FL, Pasco County, FL, Pinellas County, FL, Land O Lakes, FL, Brooksville, FL, Spring Hill, FL, Mango, FL, Odessa, FL, Seffner, FL, Tampa, FL, Thonotosassa, FL, Crystal Springs, FL, Dade City, FL, Elfers, FL, Holiday, FL, Hudson, FL, New Port Richey, FL, Saint Leo, FL, San Antonio, FL, Wesley Chapel, FL, Zephyrhills, FL, Clearwater, FL, Largo, FL, Palm Harbor, FL, Pinellas Park, FL, Tarpon Springs, FL, Trinity, FL
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Nike Golf - Elite Series Ladies Dri-FIT Ottoman Bonded Polo. 429461
A beautiful and luxurious addition to any wardrobe. Subtle ottoman texture meets the unrivaled performance of Dri-FIT moisture management technology. Engineered with a bonded self-fabric collar for classic refinement. Five-button placket. Heat transfer label for tag free comfort. Pearlized buttons with metal rims. Open hem sleeves. Tailored for a feminine fit with an upper back pleat and contrast heat transfer Swoosh design trademark on the left hem. Made of 5.61-ounce, 87/13 polyester/spandex Dri-FIT fabric.
Custom Embellishments Available: Call (972) 763-1717 for Pricing and Ordering


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It's a real pleasure, Janet, to introduce your debut novel to my readers.
Readers, here are links to the book. By using one when you order, you help support this blog.
Heaven's Prey (Redemption's Edge) - paperback
Heaven's Prey (Redemption's Edge) - Kindle
Leave a comment for a chance to win a free copy of the book. Please tell us where you live, at least the state or territory. (Comments containing links may be subject to removal by blog owner.)
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The only notification you'll receive is the winner post on this blog. So be sure to check back a week from Saturday to see if you won. You will have 4 weeks from the posting of the winners to claim your book.
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12.5" x 12.5" Santa Barbara Flower - Santa Barbara Ceramic Floor Tile
Santa Barbara Decorative
- Description
- Specs
- Matching Colors
- Reviews
You may order samples online. Sample must be purchased and shipping charges apply. Please keep in mind sample tiles may vary in color from future orders due to the handmade process.
Santa Barbara tiles are NOT frost resistant, they should not be used on outdoor installations with potential freezing temperatures.
For many decades tile has been an essential, vibrant, and expressive element of California's Spanish-Revival and Mediterranean architectural styles. Ceramic tile, particularly hand made and hand decorated tiles, can be found in historic buildings in places such as San Diego or San Clemente; in seaside estates like Santa Barbara, Santa Monica, or Malibu; in canyon villas, such as Rancho Santa Fe, Beverly Hills, and Hancock Park; and bungalows, particularly in Pasadena, North Park (San Diego), and Palm Springs.
Tierra y Fuego's Santa Barbara tile collection evokes the California landscape, with a combination of vivid and subtle colors offset by neutrals and matte finishes. It is this combination of mattes and gloss finishes in a vast array of colors that our Santa Barbara ceramic tile becomes rich, vibrantly alive, and harmonious.
Tierra y Fuego's Santa Barbara tile collection exhibits many different colors and designs to choose, to inspire, and allow you to create your own pattern. Our ceramic tile is handcrafted and decorated by hand using an ancient method called Cuerda Seca that literally translates to dry cord. The technique of making Cuerda Seca tile has been used for centuries in Spain and other Mediterranean countries. The depth and richness of the colors are obtained by painstakingly applying every drop of glaze by hand onto a delineated design.
If your next project includes the installation of tile in a kitchen, bathroom, stairs, fireplace, fountain, patio, entryway, or even a coffee table, consider Tierra y Fuego's Santa Barbara ceramic tiles to create a lavish and elegant ambience. The sensuality and sophistication of our tiles is the result of the human touch that has created them.
Order your sample tiles today to experience the true nature of Tierra y Fuego's tiles. We recommend you to touch and contemplate them in order to effectively appreciate their uniqueness and high quality.
12.5" x 12.5" Santa Barbara Flower - Santa Barbara Ceramic Floor Tile
Recommended Use
• Light-use residential flooring.
• All interiors of residential and commercial wall applications.
• Outdoor use in areas where freezing temperatures are not common. Tiles are not frost proof.
• Moist areas where tiles are not submerged in water.
• Tiles and grout must be sealed with a penetrating sealer that will form an invisible barrier resistant to moisture and stains.
Recommended Rooms
• Outdoor use is subject to climate conditions and method of installation.
• Not recommended on outdoor installations with potential freezing temperatures.
|Tiles per Square foot
|Care and Considerations
|• Clean with mild cleanser and damp cloth, do not use abrasive cleaners.
• Some glazes such as matte colors are acid sensitive. Do not use cleaners with an acid base since these may cause discoloration.
|• For Installation Recommendations refer to our Installation Guide
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Beautiful, high quality product. I am impressed with the product and with your attencion in responding to online orders. I will be back for additional products to remodel others rooms in my home. many thanks!
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Online Parent Class.com is an ideal resource to take a court ordered parenting
or co-parenting class in Cheyenne County - Kansas and also learn vital skills to becoming a better
parent. Lack of good parenting can lead to negative
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Online Parent Class is an educationally based online class designed to teach
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We offer both Parenting and Co-parenting classes (4 and 6 hour
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1. Is your Cheyenne County - Kansas Online Parenting Class Easy?
We consider our courses to be the easiest to use of any online parenting program available in the in the United States. We have created a course that is so easy to use, even a 3rd grader could take it! Simply register and the class can be started instantly, any time of day. There is nothing to download and it is available Twenty Four/ Seven anywhere in the nation.
2. Will my Cheyenne County - Kansas Online Parenting Class be Accepted??
We stand behind all of our products and programs and offer a fully 100% money back guarantee if our programs are not accepted for any reason. We are so confident in the quality of our parenting classes we will allow any court, probation, judge or attorney to preview our class at no cost, simply contact our office.
3. Do you Have Customer Service for this Online Parenting Class?
After registering for the Online Parent Class you can be sure that our office technical team will be here to support you. We return calls M-F from 9am-6pm every day and return emails 7 days a week, even on Saturday and Sundays! Whether you have a simple or complex concern about our parenting classes or simply need a quick question answered, we are here to serve you!
4. Are There Any Hidden Costs When I Sign up for my Cheyenne County - Kansas Parenting or Co-Parenting Class?
There are NO hidden costs when you sign up for our class, period. What we charge for each class is the only fee you'll pay. We don't charge for the certificate of completion, we even pay for the USPS First Class postage! Our common used 4 hour parenting and co-parenting class is $95.00 and our "Advanced" parenting class is $195.00. We also offer a 6 hour parenting class and 16 hour parenting class.
5. Is the Registration Process Easy and Can I use a Credit Card?
Our enrollment is simple and easy and we allow every major debit and credit card. All that needs to be done is fill our our online registration form and make payment. Once you do, you can start the class immediately. You may log in/out as many times as you wish until the class is completed. It's that easy!
6. Is the program content proven to be effective to help parents?
Yes, our online class was based on material from our book, "Parenting in the Twenty First Century, 10 Tools for Better Parenting". The interventions used have been tested and proven to be effective.
If you are looking for parenting classes for another county in
Click Here for information about other Kansas Parenting Classes.


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We are a group of Uni Students seeking piano tutor work in Bronte ….
If you are looking for a piano teacher in Bronte please consider our one on one piano lessons for students of all ages & levels in the handiness of your own home.
We are professional, eager & reliable piano tutors who can come to your Bronte home and provide you a very reasonable piano teaching rate.
Currently a 4th year university student, I am an eager, professional and reliable piano tutor who loves working with students of all ages. I have been playing piano for 14 years and have 3 years of teaching experience. I love to teach students about contemporary and popular music.
Currently a Music/Sound Production student at JMC Academy, I have been playing piano for almost ten years and am an experienced guitar teacher as well! I am passionate about everything to do with music and am most excited to watch my beginner students grow into professional musicians.
Currently a 3rd year university student, I am a Grade 8 Pianist and have completed all AMEB Theory Exams as well. I enjoy teaching and playing music from all genres & love to watch my students have fun with the piano.
Currently a 2nd year music student at the Conservatorium of Music, and I have been playing piano for 16 years. I love all musical styles ranging from classical to jazz to contemporary hits. I am excited to share my passion for music and composition with my students.
We live in various parts of Sydney (including Bronte) and are looking for more 1 on 1 piano tutoring students in Bronte.
Please email us now & we will be in contact with you very soon
Kayla teaches all three of our children piano lessons weekly and has done so for more than a year. She is great with the kids (ages 7 to 14). She is not only talented and knowledgeable about music, but also has passionate about the art form.
She has been excellent about keeping them interested and excited about music and performance. I highly recommend the teachers from Piano Lessons Australia!
Bronte Piano School
Why Do Bronte Homes Choose 1 on 1 Piano Classes With Us?
Piano lessons can make a positive difference in your everyday life and we are here to help.
A recent report has shown that people who undertake music lessons do better in a learning and working environment, are smarter and score higher on standardised tests.
The team at Piano Lessons In Your Home, understand that your time is precious so they strive to help you fit your music classes into your hectic lifestyle.
Since our Bronte piano tutors come to you, in the relaxed atmosphere of your home, you are able to easily focus on your piano lesson and learning.
We can get you started straight away, keep you motivated to learn to play the piano and celebrate your piano accomplishments with you.
Many of our piano school students are complete newbies and have made tremendous progress just within the first year of being with Piano Lessons In Your Home.
Whether you're a complete beginner, or have a few years of experience up your sleeve, our Bronte home piano teachers are there to guide you and watch you grow into the pianist you always wished you could be.
We are here to build our student's confidence, as our main objective is to teach you how to play music yourself.
At Piano Lessons In Your Home, students grasp proper hand, sitting and fingering technique, as well as how to read sheet music and music theory.
We are passionate about music and are passionate about helping our piano students achieve what they've set out to do: play the piano themselves.
Whether you wish to just learn a few songs or wish to grow into a (professional|expert} concert pianist, we are here to guide you on your musical journey.
Bronte Home Piano Classes – Frequently Asked Questions
Do I need to travel anywhere for my piano lessons?
At Piano Lessons In Your Home, our trainers teach you in your own home, ensuring you don't waste time stuck in Bronte traffic to get to your piano class.
Do your piano teachers come to Bronte? And on which days of the week?
Please touch base for more information as well as for information on Saturday and Sunday piano classes.
Do I need to own a piano or keyboard?
We know pianos can be out of people's budgets, that is why a cheaper keyboard is perfectly fine for beginners.
Introductory keyboards are an easy and affordable option for households without a piano.
When do you offer Bronte piano lessons?
We typically offer after school lessons, on weekday afternoons to evenings, our Bronte piano teachers are very flexible and will always try to accommodate the time that suits you best.
Weekend lessons are also readily available, please enquire for more information.
How old should my child be to begin piano lessons?
Children as young as 5 can begin learning the piano and basic music theory.
Our Bronte piano teachers are experienced in teaching young children who are complete beginners, and have all the patience and personality needed to engage your child and give them best start in their musical journey.
What styles of piano music do you teach?
Our Bronte piano trainers are qualified to teach all styles of music, whether you're interested in popular, contemporary, classical, jazz, musical theatre or even Nintendocore (yes, this is an actual genre). However, we encourage our students to explore all genres to show them just how interesting the piano can be.
Why enrol my child in 1 on 1? Why not Bronte group piano classes?
Group piano tutoring are a great way for your child to socialise, but that's about where the perks end. One on One piano tutoring ensure that your child won't get left behind, and can learn at their own pace.
In personal experience, piano students learning in private lessons progress a lot faster than students learning in group lessons.
Am I too old to start learning to play piano?
NO! There is no set age to start learning a musical instrument, and the best time to start is right this moment – ie Now!
Learn to play your favourite songs, learn how to read music, learn theory, or just about anything you'd like to know about the piano.
Playing the piano is a fun and great way to exercise your creative abilities so don't just dream about it, start learning.
What are your Bronte piano teachers qualifications?
Only the best Bronte piano teachers work with our students.
Our piano teachers:
- highly experienced in teaching all ages and skill levels
- are experienced in playing the piano themselves
- have undergone a NSW Government certified "Working with children" police check
- are very friendly and patient to make students comfortable with learning at their own pace.