About
Welcome to the 2nd issue of the Journal of Machine Learning Video Abstracts, published by Knowledge for All Foundation Ltd, London, with the goal of providing the legacy of the PASCAL2 Network of Excellence.
This issue is equaly dedicated to presenting the spotlight presentations of the 2011 Neural Information Processing Systems (NIPS) Conference held in Granada, Spain, on December 12, as the Volume 1 of this Journal. The VideoLectures.NET team were on site to record the presentations and they post-processed the recordings to incorporate the slides into the video, they also provide the technical infrastructure for the journal pages.
We are publishing this Volume rather late, as the video specific publishing model is still experimental and it makes harder to organize all the necessary stages of the publishing cycle, therefore the review process took longer than expected. We are delighted to have been able to record these and make them available to the wider Machine Learning and Artificial Intelligence community together with the wider audience. A special note of thankfulness goes also to our reviewers and spotlight chairs.
Peter L. Bartlett, Fernando Pereira and Davor Orlic
Editors of the 2nd Issue and Programme Chairs of the 2010 NIPS Conference
Related categories
Uploaded videos:
Spotlights Session 1
![video-img](https://apiminio.videolectures.net/vln/lectures/16993/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20241217%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20241217T064105Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=44a930e4e56d652f570a4f4c793b069b9003f1a6a2a84d5f02a62be408e00c0e)
Uniqueness of Belief Propagation on Signed Graphs
Sep 06, 2012
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2758 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/16994/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20241217%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20241217T064105Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=43b1131c8d8458e1aca8471c8b0cfc632df722138642ee96ac65ea8046c419c7)
Structural equations and divisive normalization for energy-dependent component a...
Sep 06, 2012
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2668 Views
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Probabilistic amplitude and frequency demodulation
Sep 06, 2012
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2988 Views
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Active dendrites: adaptation to spike-based communication
Sep 06, 2012
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2721 Views
Spotlights Session 2
![video-img](https://apiminio.videolectures.net/vln/lectures/16997/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20241217%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20241217T064105Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=53537f7261f67a1a97705729ec33076286bb66143dedcc224f4447686171b5cb)
Action-Gap Phenomenon in Reinforcement Learning
Sep 06, 2012
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2996 Views
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The Fixed Points of Off-Policy TD
Sep 06, 2012
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2828 Views
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Evaluating the inverse decision-making approach to preference learning
Sep 06, 2012
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2488 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/17000/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20241217%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20241217T064106Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=a4d130dada5137c4afb04251ed91d82516c6d9c6d1fbae74e88b218c40d4ae89)
Identifying Alzheimer's Disease-Related Brain Regions from Multi-Modality Neuroi...
Sep 06, 2012
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3308 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/17001/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20241217%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20241217T064106Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=c4735537e6a62b61e7c3b67d1ff25d97a5c1d21e37f455b5651bdd2e650f9fea)
Anatomically Constrained Decoding of Finger Flexion from Electrocorticographic S...
Sep 06, 2012
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2856 Views
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Active learning of neural response functions with Gaussian processes
Sep 06, 2012
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4029 Views
Spotlights Session 3
![video-img](https://apiminio.videolectures.net/vln/lectures/17003/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20241217%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20241217T064106Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=f942a5d1ad47fa4ee0bec4e2e5f0b52b2cc45af36778a8544c2d4fd2d5eb904d)
Neuronal Adaptation for Sampling-Based Probabilistic Inference in Perceptual Bis...
Sep 06, 2012
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2761 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/17004/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20241217%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20241217T064106Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=575ac538132d5adcf6ae01f2bc46ac3fc6b6d5fa51d2cdba8ccbbde222ad5645)
Sequence learning with hidden units in spiking neural networks
Sep 06, 2012
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3610 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/17005/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20241217%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20241217T064106Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=66bb1b784df08d1f0e8a62e7d841b953a5a8cf0e718b70a0d24f1a4411fbc66b)
Information Rates and Optimal Decoding in Large Neural Populations
Sep 06, 2012
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2503 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/17006/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20241217%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20241217T064106Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=ea08e40f5e9f521e7dba4a6b510457c15c64a85ce91abae242ba99a3ba22759f)
A blind deconvolution method for neural spike identification
Sep 06, 2012
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3010 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/17007/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20241217%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20241217T064106Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=8a7390a323f22b324330a3a2db9befc98306af6e5b3d4dab827e285453bec45e)
Accelerated Adaptive Markov Chain for Partition Function Computation
Sep 06, 2012
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3031 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/17008/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20241217%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20241217T064106Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=7772183d1ec3719bf8442c044f112c665aecb9676ac240ccfa84a61a007e2bdb)
The Kernel Beta Process
Jan 19, 2012
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2479 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/17009/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20241217%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20241217T064106Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=2c4bb9903dc35111c76410923999506c5ee8102a8809cea981ea82f97eaa1783)
Solving Decision Problems with Limited Information
Jan 19, 2012
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2612 Views
Spotlights Session 4
![video-img](https://apiminio.videolectures.net/vln/lectures/17010/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20241217%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20241217T064106Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=7a55d65122bc75e794643d7b4741d1b0ff540feb3752836bc89c03367189f2ad)
Algorithms and hardness results for parallel large margin learning
Sep 06, 2012
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2753 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/17011/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20241217%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20241217T064106Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=20e651660b0099c7a3d14c2fffb9c668b64642e566aa450ce9771b5791f02b54)
Non-Asymptotic Analysis of Stochastic Approximation Algorithms for Machine Learn...
Jan 19, 2012
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3867 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/17012/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20241217%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20241217T064106Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=a55fe6b1b88278e3ea303a9b05f23da64c5dfdbff4d4a44d4eb67d2635fe1db3)
Online Submodular Set Cover, Ranking, and Repeated Active Learning
Sep 06, 2012
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2537 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/17013/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20241217%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20241217T064106Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=b027f5307a7cf9cfdbc2ccb27edb351764224d2bc8599b33688e45a7cb89ef12)
Sparse Estimation with Structured Dictionaries
Sep 06, 2012
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3477 Views
Spotlights Session 5
![video-img](https://apiminio.videolectures.net/vln/lectures/17015/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20241217%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20241217T064106Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=431bf9758771596851885ddb98e9686d7a0e0b61b0dd6670a9d14a4a0e7ae5dd)
Minimax Localization of Structural Information in Large Noisy Matrices
Sep 06, 2012
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2698 Views
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Learning to Learn with Compound HD Models
Sep 06, 2012
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3812 Views
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Object Detection with Grammar Models
Sep 06, 2012
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5723 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/17021/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20241217%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20241217T064106Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=e09375b6b4fbfe95e184d8daabb1efe08d7899ed92d2af297e01444bd43b9ee4)
Im2Text: Describing Images Using 1 Million Captioned Photographs
Sep 06, 2012
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2854 Views
Spotlights Session 6
![video-img](https://apiminio.videolectures.net/vln/lectures/17022/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20241217%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20241217T064106Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=44306dcdc4640f107b9d6cbae36fde81cb6307a4ac685a381b413c570406dc44)
Improved Algorithms for Linear Stochastic Bandits
Sep 06, 2012
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3763 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/17023/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20241217%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20241217T064106Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=d70e73c48da2313edb3ef504a0a77fd528a847a696f9a76f29707246a1e02a48)
From Bandits to Experts: On the Value of Side-Observations
Sep 06, 2012
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2414 Views
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Lower Bounds for Passive and Active Learning
Sep 06, 2012
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3057 Views
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Active Classification based on Value of Classifier
Sep 06, 2012
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3136 Views
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Budgeted Optimization with Concurrent Stochastic-Duration Experiments
Jan 19, 2012
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3467 Views
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Projection onto A Nonnegative Max-Heap
Sep 06, 2012
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2804 Views
![video-img](https://apiminio.videolectures.net/vln/lectures/17028/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20241217%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20241217T064106Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=bc9eadb2e3dd223d34db0d57e1ad7a3cec014bbc3498a8553fde15a4e6029888)
Phase transition in the family of p-resistances
Sep 06, 2012
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3064 Views
Spotlights Session 7
![video-img](https://apiminio.videolectures.net/vln/lectures/17029/1/en/thumbnail.jpg?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=masoud%2F20241217%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20241217T064106Z&X-Amz-Expires=604800&X-Amz-SignedHeaders=host&X-Amz-Signature=7fd48d98177f283810872e64ca97c280ff56cfeb467cf6132fe2e70371fad73d)
Complexity of Inference in Latent Dirichlet Allocation
Sep 06, 2012
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3441 Views
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Practical Variational Inference for Neural Networks
Sep 06, 2012
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4874 Views
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Sparse Filtering
Sep 06, 2012
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4322 Views
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Directed Graph Embedding: an Algorithm based on Continuous Limits of Laplacian-t...
Sep 06, 2012
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2994 Views
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Noise Thresholds for Spectral Clustering
Sep 06, 2012
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3019 Views