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Survey on categorical data for neural networks

John T. Hancock, Taghi M. Khoshgoftaar
2020 Journal of Big Data  
Practitioners working with big data often have a need to encode categorical values in their datasets in order to leverage machine learning algorithms.  ...  This survey investigates current techniques for representing qualitative data for use as input to neural networks. Techniques for using qualitative data in neural networks are well known.  ...  Acknowledgements The authors would like to thank the anonymous reviewers for their constructive evaluation of this paper, and the various members of the Data Mining and Machine Learning Laboratory, Florida  ... 
doi:10.1186/s40537-020-00305-w fatcat:u3rhdtbkd5hljf76265mglrpmy

A Model for Generating Workplace Procedures Using a CNN-SVM Architecture

Patalas-Maliszewska, Halikowski
2019 Symmetry  
This method effectively determines features for the further comparison and detection of objects. (3) Results: The innovative model for generating a workplace procedure, using CNN-SVM architecture, once  ...  We also highlighted the impracticality for managers of manufacturing companies to support learning processes in a company, resulting from a lack of resources to teach new employees.  ...  However, the principles behind the transformation of the underlying data and the overall EDLT framework are valid for other types of deep learning methods.  ... 
doi:10.3390/sym11091151 fatcat:eg2hvakb4fh3pablrwv3h6n46q

Edge-Of-Chaos Learning Achieved by Ion-Electron Coupled Dynamics in an Ion-Gating Reservoir [article]

Daiki Nishioka, Takashi Tsuchiya, Wataru Namiki, Makoto Takayanagi, Masataka Imura, Yasuo Koide, Tohru Higuchi, Kazuya Terabe
2022 arXiv   pre-print
Physical reservoir computing has recently been attracting attention for its ability to significantly reduce the computational resources required to process time-series data.  ...  The maximum Lyapunov exponent of the IGR was 0.0083: the edge of chaos state enabling the best computational capacity.  ...  Ionics"), and JP21J21982 (Grant-in-Aid for JSPS Fellows).  ... 
arXiv:2207.02573v1 fatcat:eun4atgyqnb4fbeyiq5hnefasq

Recent Advances in Ambipolar Transistors for Functional Applications

Yi Ren, Xiaoyang Yang, Li Zhou, Jing‐Yu Mao, Su‐Ting Han, Ye Zhou
2019 Advanced Functional Materials  
for artificial intelligence.  ...  The existed challenges and prospective for researching ambipolar transistors in electronics and optoelectronics are also discussed.  ...  ) 0.6 0.1 >10 6 >10 6 EDLT [320] WS 2 (ME) 20 90 >10 2 >10 2 EDLT [323] WS 2 (ME) 44 43 >10 5 >10 5 EDLT [321] WSe 2 (ME) 72 180 - - EDLT [325] WSe 2 (MBE) 1 3 - - EDLT  ... 
doi:10.1002/adfm.201902105 fatcat:6fh4qe3vrfaahkesegnlolnmuq

The 2020 Quantum Materials Roadmap

Stephan Roche, Feliciano Giustino, Manuel Bibes, Felix Trier, Jin Hong Lee, Roser Valenti, Stephen M. Winter, Young-Woo Son, Louis Taillefer, Adriana Figueroa, Bernard Placais, Oleg V Yazyev (+17 others)
2020 Journal of Physics Materials  
The format of the Roadmap, whereby experts in each discipline share their viewpoint and articulate their vision for quantum materials, reflects the dynamic and multifaceted nature of this research area  ...  significantly expanded to encompass topological quantum matter, two-dimensional materials and their van der Waals heterostructures, Moire materials, Floquet time crystals, as well as materials and devices for  ...  We would like to thank Philip Moll for discussions and NCCR Marvel for support. Acknowledgements  ... 
doi:10.1088/2515-7639/abb74e fatcat:yfhpop74bngjrkkenkw6txqbxm

Design of Logan City's Stormwater Conveyance System

Kade Jacob Beck
First, 10WE collected data from both Logan City and through field investigations. Second, 10WE designed an efficient system to convey water from existing discharge locations to the holding pond.  ...  This report summarizes 10th West Engineers' (10WE) storm water conveyance design for Logan City.  ...  I am grateful for Ryan Weller and Megan Gordon for their insight and engineering skills.  ... 
doi:10.26076/10f8-a42a fatcat:eplht7wc2zahvg3cwsly2xfxmy

A critical study of the Bengali grammars of Carey, Halhed and Haughton

Muhammad Abdul Qayyum
Chapter I outlines the history of grammars of Sanskrit and Bengali written both in Sanskrit and European languages, up to 1821, with general observations on trends discernible throughout the period.  ...  Chapter III attempts, with the help of his private papers and manuscripts preserved in the British Museum, to reconstruct Halhed's steps in learning Bengali and preparing his grammar, and traces the materials  ...  It was probably Halhed*s influence that induced Carey to learn Sanskrit, for Halhed had urged "the impossibility of learning the Bengali dialect without a general and 17 comprehensive idea of the Shanscrit  ... 
doi:10.25501/soas.00029000 fatcat:upacuk2y7ffv3jhywisbnezxk4

Health/spa tourism and social and economic regeneration in Mid Wales

Sara Lloyd-Wright
Data collection comprised three key phases.  ...  The second phase of data collection involved a case study of Bath Spa to explore best practice in implementing major public-private partnerships for economic regeneration.  ...  The research required the generation of rich qualitative data to enable an in-depth understanding of the concept of health tourism and to develop a blueprint for health/spa tourism, There were several  ... 
doi:10.25401/cardiffmet.20368539 fatcat:5fl67zhxnrgxndcr4iya4tqqdm

The Daily Texan [article]

University Of Texas At Austin
t : She said her father has a deep feeling ' for all of the players and regards themj as part of the family. But he also is; demanding, with a deep-seated drive ta-: succeed.  ...  through the general fund.  ...  Austin Parachute w • Center For information please call STsvS?r4SW ,y #r "' m plut lebble. 47M443, 4744179. ' S Pets -For Sale SMri.iut^i We're asKretarlai l, "«rs; theses, !  ... 
doi:10.15781/t2mk6584c fatcat:cgfbxwlrhrbslmendojlpwlmyi

AAUP Salary Study Indicates SIU Staff 'Averages' Higher

Oavid Marshall
Th e "'firs t l ady o f song" san g a v a rie~y of numb er s and at th e con c lu-sion of th e s how was called back for two en-cor es. See story. page two. (Photo by D avi d Lun an .)  ...  The classifications ' for the above average co mpensations increased fro m "'C" to ·'B." Salaries are not graded.  ...  Average went from for 1967-68 (with 1966 -6 7 fig-"B" to "A," and minimum . Classifications for b o th , Gray is expecte d to ancompensation fig u r es irj-nounce his plan s Wednejiday .  ...