Class information for:
Level 1: DEEP LEARNING//RESTRICTED BOLTZMANN MACHINE//DEEP BELIEF NETWORKS

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
18552 547 37.5 41%


Bar chart of Publication_year

Last years might be incomplete

Hierarchy of classes
The table includes all classes above and classes immediately below the current class.


Cluster id Level Cluster label #P
9 4 COMPUTER SCIENCE, THEORY & METHODS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//COMPUTER SCIENCE, INFORMATION SYSTEMS 1247339
26 3       COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//PATTERN RECOGNITION//COMPUTER SCIENCE, SOFTWARE ENGINEERING 111824
496 2             CONTENT BASED IMAGE RETRIEVAL//OBJECT TRACKING//ACTION RECOGNITION 15372
18552 1                   DEEP LEARNING//RESTRICTED BOLTZMANN MACHINE//DEEP BELIEF NETWORKS 547

Terms with highest relevance score


rank Term termType Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 DEEP LEARNING authKW 1450895 22% 21% 123
2 RESTRICTED BOLTZMANN MACHINE authKW 1102631 7% 51% 39
3 DEEP BELIEF NETWORKS authKW 547035 4% 47% 21
4 AUTOENCODER authKW 476260 4% 37% 23
5 CONTRASTIVE DIVERGENCE authKW 248657 1% 64% 7
6 DEEP BOLTZMANN MACHINE authKW 248657 1% 64% 7
7 DEEP ARCHITECTURE authKW 223281 1% 50% 8
8 REPRESENTATION LEARNING authKW 217238 2% 32% 12
9 CONVOLUTIONAL NEURAL NETWORKS authKW 195834 4% 18% 20
10 DEEP AUTOENCODER authKW 167467 1% 100% 3

Web of Science journal categories


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 Computer Science, Artificial Intelligence 20436 50% 0% 275
2 Computer Science, Information Systems 1239 13% 0% 70
3 Computer Science, Software Engineering 957 10% 0% 55
4 Engineering, Electrical & Electronic 780 24% 0% 130
5 Automation & Control Systems 655 7% 0% 41
6 Computer Science, Theory & Methods 442 8% 0% 46
7 Telecommunications 299 7% 0% 37
8 Computer Science, Hardware & Architecture 197 4% 0% 20
9 Neurosciences 145 12% 0% 65
10 Mathematical & Computational Biology 128 3% 0% 17

Address terms


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 ADV BIOMED INFORMAT GRP LLC 55822 0% 100% 1
2 ADV MECHATRON ROBOT CAMARO 55822 0% 100% 1
3 B INFORMAT SCI ENGN 55822 0% 100% 1
4 BIG MEDIA COMP 55822 0% 100% 1
5 CHAIR COMP PHOTON DIGITAL VIDEO PROC 55822 0% 100% 1
6 CHINA USA COMP SCI 55822 0% 100% 1
7 COM1 55822 0% 100% 1
8 CSEM ALPNACH 55822 0% 100% 1
9 DRUG DISCOVERY ONCOL GRP 55822 0% 100% 1
10 EA 4108FR CNRS 9638 55822 0% 100% 1

Journals


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 JOURNAL OF MACHINE LEARNING RESEARCH 27892 5% 2% 28
2 NEURAL COMPUTATION 24154 6% 1% 33
3 NEUROCOMPUTING 9293 7% 0% 40
4 IEEE TRANSACTIONS ON MULTIMEDIA 9076 3% 1% 18
5 IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 6398 4% 1% 23
6 ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS 6303 1% 2% 7
7 IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 2559 1% 1% 7
8 NEURAL NETWORKS 2128 2% 0% 11
9 PATTERN RECOGNITION 2064 3% 0% 16
10 COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE 1775 1% 1% 4

Author Key Words


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class		 LCSH search Wikipedia search
1 DEEP LEARNING 1450895 22% 21% 123 Search DEEP+LEARNING Search DEEP+LEARNING
2 RESTRICTED BOLTZMANN MACHINE 1102631 7% 51% 39 Search RESTRICTED+BOLTZMANN+MACHINE Search RESTRICTED+BOLTZMANN+MACHINE
3 DEEP BELIEF NETWORKS 547035 4% 47% 21 Search DEEP+BELIEF+NETWORKS Search DEEP+BELIEF+NETWORKS
4 AUTOENCODER 476260 4% 37% 23 Search AUTOENCODER Search AUTOENCODER
5 CONTRASTIVE DIVERGENCE 248657 1% 64% 7 Search CONTRASTIVE+DIVERGENCE Search CONTRASTIVE+DIVERGENCE
6 DEEP BOLTZMANN MACHINE 248657 1% 64% 7 Search DEEP+BOLTZMANN+MACHINE Search DEEP+BOLTZMANN+MACHINE
7 DEEP ARCHITECTURE 223281 1% 50% 8 Search DEEP+ARCHITECTURE Search DEEP+ARCHITECTURE
8 REPRESENTATION LEARNING 217238 2% 32% 12 Search REPRESENTATION+LEARNING Search REPRESENTATION+LEARNING
9 CONVOLUTIONAL NEURAL NETWORKS 195834 4% 18% 20 Search CONVOLUTIONAL+NEURAL+NETWORKS Search CONVOLUTIONAL+NEURAL+NETWORKS
10 DEEP AUTOENCODER 167467 1% 100% 3 Search DEEP+AUTOENCODER Search DEEP+AUTOENCODER

Core articles
The table includes core articles in the class. The following variables is taken into account for the relevance score of an article in a cluster c:
(1) Number of references referring to publications in the class.
(2) Share of total number of active references referring to publications in the class.
(3) Age of the article. New articles get higher score than old articles.
(4) Citation rate, normalized to year.


Rank Reference # ref.
in cl.		 Shr. of ref. in
cl.		 Citations
1 LECUN, Y , BENGIO, Y , HINTON, G , (2015) DEEP LEARNING.NATURE. VOL. 521. ISSUE 7553. P. 436 -444 12 36% 551
2 TOMCZAK, JM , GONCZAREK, A , (2017) LEARNING INVARIANT FEATURES USING SUBSPACE RESTRICTED BOLTZMANN MACHINE.NEURAL PROCESSING LETTERS. VOL. 45. ISSUE 1. P. 173 -182 14 88% 0
3 MA, XS , WANG, XJ , (2016) AVERAGE CONTRASTIVE DIVERGENCE FOR TRAINING RESTRICTED BOLTZMANN MACHINES.ENTROPY. VOL. 18. ISSUE 1. P. - 11 92% 2
4 BENGIO, Y , COURVILLE, A , VINCENT, P , (2013) REPRESENTATION LEARNING: A REVIEW AND NEW PERSPECTIVES.IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE. VOL. 35. ISSUE 8. P. 1798-1828 14 31% 526
5 FISCHER, A , IGEL, C , (2014) TRAINING RESTRICTED BOLTZMANN MACHINES: AN INTRODUCTION.PATTERN RECOGNITION. VOL. 47. ISSUE 1. P. 25 -39 10 77% 36
6 OERLEMANS, A , LAO, SY , WU, S , LEW, MS , GUO, YM , LIU, Y , (2016) DEEP LEARNING FOR VISUAL UNDERSTANDING: A REVIEW.NEUROCOMPUTING. VOL. 187. ISSUE . P. 27 -48 12 48% 9
7 MONTUFAR, G , AY, N , GHAZI-ZAHEDI, K , (2015) GEOMETRY AND EXPRESSIVE POWER OF CONDITIONAL RESTRICTED BOLTZMANN MACHINES.JOURNAL OF MACHINE LEARNING RESEARCH. VOL. 16. ISSUE . P. 2405 -2436 10 91% 0
8 SANKARAN, A , GOSWAMI, G , VATSA, M , SINGH, R , MAJUMDAR, A , (2017) CLASS SPARSITY SIGNATURE BASED RESTRICTED BOLTZMANN MACHINE.PATTERN RECOGNITION. VOL. 61. ISSUE . P. 674 -685 10 77% 0
9 ELFWING, S , UCHIBE, E , DOYA, K , (2015) EXPECTED ENERGY-BASED RESTRICTED BOLTZMANN MACHINE FOR CLASSIFICATION.NEURAL NETWORKS. VOL. 64. ISSUE . P. 29 -38 8 89% 7
10 VINCENT, P , (2011) A CONNECTION BETWEEN SCORE MATCHING AND DENOISING AUTOENCODERS.NEURAL COMPUTATION. VOL. 23. ISSUE 7. P. 1661 -1674 9 90% 20

Classes with closest relation at Level 1


Rank Class id link
1 28667 HANGZHOU SERV ENGN//INTELLIGENT TRANSPORTAT INFORMAT SECUR//SIMRANK
2 15121 EXTREME LEARNING MACHINE//EXTREME LEARNING MACHINE ELM//SINGLE HIDDEN LAYER FEEDFORWARD NETWORK
3 16422 TRANSFER LEARNING//DOMAIN ADAPTATION//MULTI TASK LEARNING
4 14553 NATURAL IMAGES//NETWORK-COMPUTATION IN NEURAL SYSTEMS//NATURAL SCENES
5 1477 IMAGE MATCHING//SIFT//SCENE CLASSIFICATION
6 23468 NEOCOGNITRON//DYNAMIC LINK MATCHING//VISUAL PATTERN RECOGNITION
7 34248 VEHICLE DETECTION//VEHICLE EXTRACTION//MOVING VEHICLE EXTRACTION
8 34630 NUMBER OF FALSE ALARMS//HELMHOLTZ PRINCIPLE//MEANINGFUL MATCHES
9 17055 CORRELATED MUTATIONS//DIRECT COUPLING ANALYSIS//INVERSE ISING PROBLEM
10 23888 ACTIVE INFERENCE//PREDICTIVE CODING//WELLCOME TRUST NEUROIMAGING

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