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Provable Bounds for Learning Some Deep Representations Sanjeev Arora ARORA CS PRINCETON EDU Princeton University Computer Science Department and Center for Computational Intractability Princeton USA

Provable Bounds for Learning Some Deep Representations Sanjeev Arora ARORA CS PRINCETON EDU Princeton University Computer Science Department and Center for Computational Intractability Princeton USA

  • faustina-dinatale
  • 9 Slides

Our gen erative model is an node multilayer netwo...

Some notation and denitions Given an matrix A the spectrum of is denoted by and its spectral radius by max

Some notation and denitions Given an matrix A the spectrum of is denoted by and its spectral radius by max

  • lois-ondreau
  • 13 Slides

An eigenvalue of is said to be dominant if The s...

ShortReport Measuring the Crowd Within Probabilistic Representations Within Individuals EdwardVul andHaroldPashler Department of Brain and Cognitive Sciences Massachusetts Institute of Technology and

ShortReport Measuring the Crowd Within Probabilistic Representations Within Individuals EdwardVul andHaroldPashler Department of Brain and Cognitive Sciences Massachusetts Institute of Technology and

  • conchita-marotz
  • 3 Slides

For example if people are asked to guess the weig...

Linguistic Regularities in Continuous Space Word Representations Tomas Mikolov Wentau Yih Geoffrey Zweig Microsoft Research Redmond WA Abstract Continuous space language models have re cently demons

Linguistic Regularities in Continuous Space Word Representations Tomas Mikolov Wentau Yih Geoffrey Zweig Microsoft Research Redmond WA Abstract Continuous space language models have re cently demons

  • cheryl-pisano
  • 6 Slides

In this paper we ex amine the vectorspace word re...

Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Google Inc

Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Google Inc

  • giovanna-bartolotta
  • 9 Slides

Mountain View mikolovgooglecom Ilya Sutskever Goo...

D Object Representations for FineGrained Categorization Jonathan Krause Michael Stark Jia Deng and Li FeiFei Computer Science Department Stanford University Max Planck Institute for Informatics Ab

D Object Representations for FineGrained Categorization Jonathan Krause Michael Stark Jia Deng and Li FeiFei Computer Science Department Stanford University Max Planck Institute for Informatics Ab

  • debby-jeon
  • 8 Slides

Stateoftheart approaches achieve remarkable perfo...

ST Introduction to Regression AnalysisStatistics for Management and the Social Sciences II Autocorrelation When a regression model is tted to time series data the residuals often violate the standar

ST Introduction to Regression AnalysisStatistics for Management and the Social Sciences II Autocorrelation When a regression model is tted to time series data the residuals often violate the standar

  • karlyn-bohler
  • 13 Slides

Notation emphasizing the autocorrelated nature of...

Index Notation for Vector Calculus by Ilan BenYaacov and Francesc Roig Copyright Index notation also commonly known as subscript notation or tensor notation is an extremely useful tool for performin

Index Notation for Vector Calculus by Ilan BenYaacov and Francesc Roig Copyright Index notation also commonly known as subscript notation or tensor notation is an extremely useful tool for performin

  • sherrill-nordquist
  • 10 Slides

Consider the coordinate system illustrated in Fig...

Properties of the Trace and Matrix Derivatives John Duchi Contents Notation Matrix multiplication Gradient of linear function Derivative in a trace Derivative of product in trace Derivative

Properties of the Trace and Matrix Derivatives John Duchi Contents Notation Matrix multiplication Gradient of linear function Derivative in a trace Derivative of product in trace Derivative

  • lois-ondreau
  • 4 Slides

We have that AA 1 that is that the product of AA ...

Compositional Morphology for Word Representations and Language Modelling Jan A

Compositional Morphology for Word Representations and Language Modelling Jan A

  • tatiana-dople
  • 9 Slides

Botha JAN BOTHA CS OX AC UK Phil Blunsom PHIL BLU...

Chemistry ReferenceHelp Sheet Units Common Metric Prexes prex numerical meaning scientic notation symbol deci centi milli micro nano pico deka kilo mega giga Common Equal

Chemistry ReferenceHelp Sheet Units Common Metric Prexes prex numerical meaning scientic notation symbol deci centi milli micro nano pico deka kilo mega giga Common Equal

  • karlyn-bohler
  • 1 Slides

S 1 ft 12 in 1 yard 3 ft 1 mile 5280 ft 1 cup ...

Linguistic Regularities in Sparse and Explicit Word Representations Omer Levy and Yoav Goldberg Computer Science Department BarIlan University RamatGan Israel omerlevyyoav

Linguistic Regularities in Sparse and Explicit Word Representations Omer Levy and Yoav Goldberg Computer Science Department BarIlan University RamatGan Israel omerlevyyoav

  • natalia-silvester
  • 10 Slides

goldberg gmailcom Abstract Recent work has shown t...

STRUCTURED MULTIPROGRAMMING PER BRINCH HANSEN This paper presents a proposal for structured representation of multiprogram ming in a high level language

STRUCTURED MULTIPROGRAMMING PER BRINCH HANSEN This paper presents a proposal for structured representation of multiprogram ming in a high level language

  • olivia-moreira
  • 10 Slides

The notation used explicitly associates a data st...

Number Systems Base Conversions and Computer Data Representation Decimal and Binary Numbers When we write decimal base numbers we use a positional notation system

Number Systems Base Conversions and Computer Data Representation Decimal and Binary Numbers When we write decimal base numbers we use a positional notation system

  • tatiana-dople
  • 10 Slides

Each digit is multiplied by an appropriate power ...

OVERFLOW When adding numbers together using the s complement notation Add the numbers together in the usual way as if they are just normal binary numbers

OVERFLOW When adding numbers together using the s complement notation Add the numbers together in the usual way as if they are just normal binary numbers

  • olivia-moreira
  • 4 Slides

When dealing with 2s complement any bit pattern t...

Predictive State Representations A New Theory for Modeling Dynamical Systems Satinder Singh Michael R

Predictive State Representations A New Theory for Modeling Dynamical Systems Satinder Singh Michael R

  • lindy-dunigan
  • 8 Slides

James Computer Science and Engineering University...

Summary Statistics Notation n X th Measures of Central Location Mean xxx N xxx In practice you should always assume you are working with a sample and not the entire population

Summary Statistics Notation n X th Measures of Central Location Mean xxx N xxx In practice you should always assume you are working with a sample and not the entire population

  • mitsue-stanley
  • 11 Slides

years brPage 3br Median middle point n n populati...

Efcient Learning of Sparse Representations with an EnergyBased Model MarcAurelio Ranzato Christopher Poultney Sumit Chopra Yan n LeCun Courant Institute of Mathematical Sciences New York University N

Efcient Learning of Sparse Representations with an EnergyBased Model MarcAurelio Ranzato Christopher Poultney Sumit Chopra Yan n LeCun Courant Institute of Mathematical Sciences New York University N

  • alexa-scheidler
  • 8 Slides

nyuedu Abstract We describe a novel unsupervised m...

Haskell Operators and other Lexical Notation Start of comment line Start of short comment End of short comment Add operator Subtractnegate operator Multiply operator Division operator Substitution o

Haskell Operators and other Lexical Notation Start of comment line Start of short comment End of short comment Add operator Subtractnegate operator Multiply operator Division operator Substitution o

  • alexa-scheidler
  • 1 Slides

Rangespeci64257er for lists Listdi64256erence op...

CSC Introduction to Neural Networks and Machine Learning Lecture Distributed Representations Geoffrey Hinton Localist representations The simplest way to represent things with neural networks is

CSC Introduction to Neural Networks and Machine Learning Lecture Distributed Representations Geoffrey Hinton Localist representations The simplest way to represent things with neural networks is

  • stefany-barnette
  • 24 Slides

Easy to understand Easy to code by hand Often use...

Learning Invariant Representations with Local Transformations Kihyuk Sohn kihyuksumich

Learning Invariant Representations with Local Transformations Kihyuk Sohn kihyuksumich

  • kittie-lecroy
  • 8 Slides

edu Honglak Lee honglakeecsumichedu Dept of Electr...

Basicconceptsofnumericalmethods Number representations The smallest addressable unit is usually an bit byte except in some word based machi nes like Cray

Basicconceptsofnumericalmethods Number representations The smallest addressable unit is usually an bit byte except in some word based machi nes like Cray

  • liane-varnes
  • 12 Slides

Integer usually 2 bytes one bit reserved for the ...

Bestial Representations of Otherness Kafkas Animal Stories Matthew T

Bestial Representations of Otherness Kafkas Animal Stories Matthew T

  • danika-pritchard
  • 15 Slides

Powell Walsh University e grotesque in Kafka is m...

Bozo Cutter History There is a cutter file in the Historian s Office with the follo wing notation regarding the vessel BOZO from Essington Pa Navy boat Coast Guard began operation Released to Nav

Bozo Cutter History There is a cutter file in the Historian s Office with the follo wing notation regarding the vessel BOZO from Essington Pa Navy boat Coast Guard began operation Released to Nav

  • marina-yarberry
  • 1 Slides

Sources Cutter History File USCG Historian s Offi...

A Notation and System for Expressing and Executing Cleanly Typed Workflows on Messy Scientific Data Yong Zhao Jed Dobson Ian Foster Luc Moreau Michael Wilde Department of Computer Science Universi

A Notation and System for Expressing and Executing Cleanly Typed Workflows on Messy Scientific Data Yong Zhao Jed Dobson Ian Foster Luc Moreau Michael Wilde Department of Computer Science Universi

  • luanne-stotts
  • 7 Slides

SA Department of Psychology Dartmouth College Hano...

Beginner Solution to the Rubiks Cube Beginner Solution to the Rubiks Cube Home RWC Rubiks links Blog introduction structure of the cube cube notation solution first layer cross FL corners mi

Beginner Solution to the Rubiks Cube Beginner Solution to the Rubiks Cube Home RWC Rubiks links Blog introduction structure of the cube cube notation solution first layer cross FL corners mi

  • alida-meadow
  • 7 Slides

They can be divided into two broad categories la...

A Notation and System for Expressing and Executing Cle

A Notation and System for Expressing and Executing Cle

  • debby-jeon
  • 7 Slides

SA Department of Psychology Dartmouth College Hano...

AFTERTHOUGHTS ON ANALOGICAL REPRESENTATIONS Aaron Slom

AFTERTHOUGHTS ON ANALOGICAL REPRESENTATIONS Aaron Slom

  • myesha-ticknor
  • 5 Slides

A major theme of the paper was the importance of ...

DLPSSWQQ WIGAN BOROUGH COUNCIL NOTICE OF PROPOSALS THE

DLPSSWQQ WIGAN BOROUGH COUNCIL NOTICE OF PROPOSALS THE

  • stefany-barnette
  • 2 Slides

Any representations or objections to the Order mu...

Spin representations and Pauli antisymmetry pp pn np n

Spin representations and Pauli antisymmetry pp pn np n

  • trish-goza
  • 2 Slides

brPage 1br Spin representations and Pauli antisymm...

Mathematika University College London doi

Mathematika University College London doi

  • debby-jeon
  • 11 Slides

1112S0025579309000436 NEW REPRESENTATIONS FOR AP57...

Arboreal Galois Representations Nigel Boston bostonma

Arboreal Galois Representations Nigel Boston bostonma

  • jane-oiler
  • 12 Slides

wiscedu and Rafe Jones jonesmathwiscedu Universit...

A New Notation for Arrows Ross Paterson Department of

A New Notation for Arrows Ross Paterson Department of

  • tatyana-admore
  • 12 Slides

Moreover the monadic programming style provides a...

Classical Guitar Notation Explanation For those unfami

Classical Guitar Notation Explanation For those unfami

  • conchita-marotz
  • 1 Slides

Horizontal lines extending from a circled number ...

Detectives Doctors and Degenerates Sherlock Holmes and

Detectives Doctors and Degenerates Sherlock Holmes and

  • tatyana-admore
  • 17 Slides

Influenced by fictional representations of degene...

The Representations Of Men Depicted In Mens Health Mag

The Representations Of Men Depicted In Mens Health Mag

  • kittie-lecroy
  • 14 Slides

rubiogmailcom Resumen Este artculo se centra en el...

On Combining Dissimilarity Representations El zbieta P

On Combining Dissimilarity Representations El zbieta P

  • liane-varnes
  • 10 Slides

W Duin Pattern Recognition Group Department of Ap...

October The statutory conveyancing FORMS A to E came

October The statutory conveyancing FORMS A to E came

  • trish-goza
  • 7 Slides

The FORM C General Instrument replaced the FORM ...

BRIEF REORT Internal Representations Reveal Cultural D

BRIEF REORT Internal Representations Reveal Cultural D

  • debby-jeon
  • 7 Slides

Jack Roberto Caldara and Philippe G Schyns Univer...

WVDDQVHOOXORLG World On Screen Representations of Fem

WVDDQVHOOXORLG World On Screen Representations of Fem

  • luanne-stotts
  • 4 Slides

Martha M Lauzen Copyright 2015 All rights reserv...

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