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A Survey on Reinforcement Learning for Recommender Systems [article]

Yuanguo Lin, Yong Liu, Fan Lin, Lixin Zou, Pengcheng Wu, Wenhua Zeng, Huanhuan Chen, Chunyan Miao
2022 arXiv   pre-print
In particular, Reinforcement Learning (RL) based recommender systems have become an emerging research topic in recent years.  ...  recommendatin, sequential recommendation, and explainable recommendation.  ...  To overcome these issues, [75] proposes a Knowledge-guidEd Reinforcement Learning (KERL) framework that adopts an RL model to make recommendations over KG.  ... 
arXiv:2109.10665v2 fatcat:wx5ghn66hzg7faxee54jf7gspq

A Survey of Deep Reinforcement Learning in Recommender Systems: A Systematic Review and Future Directions [article]

Xiaocong Chen, Lina Yao, Julian McAuley, Guanglin Zhou, Xianzhi Wang
2021 arXiv   pre-print
of the recent trends of deep reinforcement learning in recommender systems.  ...  In light of the emergence of deep reinforcement learning (DRL) in recommender systems research and several fruitful results in recent years, this survey aims to provide a timely and comprehensive overview  ...  [98] propose a method named Knowledge-guided Reinforcement Learning (KERL), which integrates knowledge graphs into the REINFORCE algorithm.  ... 
arXiv:2109.03540v2 fatcat:5gwrbfcj3rc7jfkd54eseck5ga

Language learning and teaching – theory and practice

1994 Language Teaching  
Cognitive science has developed a number of experimental techniques for studying how people learn about sequentially structured stimulus material.  ...  There are five general recommendations which fit all the models: teachers should identify why students are learning the new language, help to shape their beliefs about success and failure, show that L2  ...  [Examples of exercises to help patterns of their first language, and towards a pupils to analyse and reflect upon their own mother greater understanding of the differences between tongue (French) are given  ... 
doi:10.1017/s0261444800000197 fatcat:u2koxptwcbb2lpjba6vnhnmjcm

Automatic classification of landslide kinematics using acoustic emission measurements and machine learning

Lizheng Deng, Alister Smith, Neil Dixon, Hongyong Yuan
2021 Landslides. Journal of the International Consortium on Landslides  
Acoustic emission (AE) monitoring of active waveguides (i.e. a steel tube with granular internal/external backfill installed through a slope) is becoming an accepted monitoring technology for soil slope  ...  A conceptual framework is presented for how this automatic approach would be used for landslide early warning in the field, with considerations given to potentially limited site-specific training data.  ...  This paper is the outcome of the visit of Lizheng Deng to Loughborough University sponsored by Tsinghua Scholarship for Overseas Graduate Studies (Contract Number: 2019273).  ... 
doi:10.1007/s10346-021-01676-8 fatcat:ah6zlzbcj5ecvc4evevzxzctmy

Prelude on a Partimento

Vasili Byros
2015 Music Theory Online  
inventiones: materials for free composition that are subject to substantial development, involving processes of elaboration, variation, extension, and expansion.  ...  principle that is coded into the partimento; for the prelude genre, this concerns long-range scale-harmonizations spanning 1–4 octaves; the principle recurs in several preludes of The Langloz Manuscript  ...  I of Niedt's Musical Guide  ... 
doi:10.30535/mto.21.3.3 fatcat:dqtqgzvczzagvdi3kce5drvyj4

The Fourth International Conference on Mobile, Hybrid, and On-line Learning

Bernd Krämer, Stephen White, Dan Dumitru, Burdescu, Stephen White, Maiga Chang, Adam Gadomski, Dan Dumitru, Burdescu, Stephen White, Maiga Chang, Adam Gadomski (+20 others)
2012 the International Conference on Mobile, Hybrid, and On-line Learning   unpublished
We are grateful to the members of the eL&mL 2012 organizing committee for their help in handling the logistics and for their work to make this professional meeting a success.  ...  We hope that eL&mL 2012 was a successful international forum for the exchange of ideas and results between academia and industry and for the promotion of progress in eLearning research.  ...  We are indebted to Fortunate Gunzo for her kind will to edit this work on such a short notice.  ... 

Economic Evaluation of Manitoba Health Lines in the Management of Congestive Heart Failure

Yang Cui, Malcolm Doupe, Alan Katz, Paul Nyhof, Evelyn Forget
2013 Healthcare Policy | Politiques de Santé  
Acknowledgements The authors are grateful to Pat Reynard for project management support, to Krystle Griffin for coordination with external reviewers, and to Don Husereau for critical reading of the report  ...  Case manager recommended nutritional and exercise alternatives and reinforced medication compliance.  ...  The calls reinforced care domains but did not modify regimens or provide treatment recommendations. The nurse could recommend that the patient consult with his or her physician.  ... 
doi:10.12927/hcpol.2013.23620 fatcat:czuvpt24lvfrnkzhitrv5z5uu4

Marketing Communications [chapter]

2013 Encyclopedia of Corporate Social Responsibility  
The distinction is preserved in present-day German: die jungen Kerle, but junge Kerle.  ...  A knowledge of spelling has been responsible for changing the pronunciation of some words.  ...  A Comprehensive Grammar of the English Language. National Varieties Allsopp. Dictionary of Caribbean English Usage. Avis. A Dictionary of Canadianisms. Avis et al. Gage Canadian Dictionary.  ... 
doi:10.1007/978-3-642-28036-8_101037 fatcat:3caid6fiqvdgvct5b7f2mglb6q

Marketing Communications [chapter]

2000 Marketing for the Nonmarketing Executive  
The distinction is preserved in present-day German: die jungen Kerle, but junge Kerle.  ...  A knowledge of spelling has been responsible for changing the pronunciation of some words.  ...  A Comprehensive Grammar of the English Language. National Varieties Allsopp. Dictionary of Caribbean English Usage. Avis. A Dictionary of Canadianisms. Avis et al. Gage Canadian Dictionary.  ... 
doi:10.1201/9781420025644.ch8 fatcat:vcimplrsqje7zpimlguvjnebsy

Seismic vulnerability assessment of built environments with remote sensing [article]

Christian Geiß, Humboldt-Universität Zu Berlin, Humboldt-Universität Zu Berlin
incorporation of in situ knowledge.  ...  The main goal of the thesis was to develop and evaluate tailored methods and procedures that allow for a viable seismic vulnerability assessment of the built environment with remote sensing data.  ...  The authors wish to thank the three anonymous reviewers for their very constructive comments and suggestions and Sarah Banks for her help with proofreading the manuscript.  ... 
doi:10.18452/17104 fatcat:rcw6iqnfb5hmbbccxpbvfdvxre

Lexikos 6

Lexikos Lexikos
2013 Lexikos  
By its sequential ordering of the graphs that usually stand for (oral) vowels and nasal consonants, the SIL suggests that these two sounds are produced sequentially.  ...  The non-use of capitals also reinforces the idea that ours is a phonetic orthography designed for linguistic study, not for popular writing.  ...  For example: Mumenyi, a -n, well informed, knowledgable, skilful person, an expert, if nyamenya, njorua kimenyi; -(in sarcastic sense) one with a special knowledge, a know-all.  ... 
doi:10.5788/6-1-1019 fatcat:ggmzvnj5yfh7bhm6sfva7pnq5u


2010 Epilepsia  
All patients were pharmacoresistent and had been exposed to 2-8 (median 3.5) AEDs without success.  ...  The most frequent AEDs used before LTG were valproate (n = 7), levetiracetame (n = 7), sulthiame (n = 6), and topiramate (n = 4).  ...  We used the dual energy x-ray absorptiometry (DEXA) recommended as the standard method for determination of BMD.  ... 
doi:10.1111/j.1528-1167.2010.02658.x pmid:20590792 fatcat:ylmo7rjtqncydkxeudaib77noy

NASCI Abstracts

J.H.C. Reiber
2007 The International Journal of Cardiovascular Imaging  
Knowledge of the cause of CPE has important implications for treatment.  ...  119-NASCI 64 MDCT : a guide to coronary stenting?  ...  a swine model.  ... 
doi:10.1007/s10554-006-9194-4 fatcat:vlkwythevjdt5ewacz5ut5xgom

Report to the American Physical Society by the study group on nuclear fuel cycles and waste management

L. Charles Hebel, Eldon L. Christensen, Fred A. Donath, Warren E. Falconer, Leon J. Lidofsky, Ernest J. Moniz, Thomas H. Moss, Robert L. Pigford, Thomas H. Pigford, Gene I. Rochlin, Robert H. Silsbee, McDonald E. Wrenn (+4 others)
1978 Reviews of Modern Physics  
A. Scope and Approach B. Principal Conclusions C. Pi incipal Recommendations D. Specific Questions and Answers S5 S5 S7 S7 Introduction .. A. Background of the Study B.  ...  The nature of the necessary institutional and poli tical safeguards arrangements are not substantially different from those required for denatured uranium fuel cycles.  ...  Accumulated MUF for a unit process as a function of successive batches. Data were generated using a simple Monte Carlo model.  ... 
doi:10.1103/revmodphys.50.s1 fatcat:szbxta7zorgs7a2g642csuhfyu

Learned representations for real-time monocular SLAM

Jan Czarnowski, Andrew Davison, Stefan Leutenegger, James Dyson Foundation
A particular problem is the lack of an efficient representation for the observed scenes.  ...  This thesis aims to explore the recent advances in the field of deep learning in order to address these issues with dense SLAM.  ...  Reinforcement Learning techniques to navigate an environment and carry out tasks based on a predetermined reward [Chaplot et al., 2020 , Banino et al., 2018 .  ... 
doi:10.25560/82178 fatcat:laz5oik4vnhrrplll4zp3cgf7a
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