Monday, June 20, 2022

Programming languages for AI: a meta-analysis of popularity

Introduction

There are many articles about which programming languages an AI engineer should be familiar with. While there are frequent similarities between these lists, comparing them is difficult. In this post, I'll briefly report on a quick metanalysis of these articles, with an eye to producing a ranked list of programming languages that balances popularity and rating.

Methodology

The data I used in this analysis came from 24 different articles. To ensure that the data was mostly current, I restricted the articles to those that had been either published or updated since the beginning of 2020. I also checked that each article was from a different author, to prevent duplication. Where several languages were ranked the same on the list, I recorded them as separate entries with the same rank.

Results

The lists were of varying lengths, the minimum was five and the maximum was 12. The most frequent list length was ten, with a mean of 8 and median of 9.

I analysed the lists in three ways:

  1. The frequency at which a language appeared in the lists, regardless of position on the list;
  2. The median rank assigned to each language across all lists in which it appears, and;
  3. A weighted median rank, where the median rank of the language was weighted according to the frequency at which it appeared in lists. This corrects for outliers that were highly ranked on only a small number of lists.
Below are the top ten ranked languages, for each analysis method.

In order of frequency, the top ten languages for AI are:

  1. Python
  2. Java
  3. R
  4. C++
  5. Lisp
  6. Julia
  7. Prolog
  8. Haskell
  9. JavaScript
  10. Scala

In order of median rank:

  1. Python
  2. Java
  3. C
  4. C#
  5. R
  6. C++
  7. Lisp
  8. JavaScript
  9. Prolog
  10. Julia
Note that this is only the median ranks of languages, regardless of how frequently they are listed. This has the effect of pushing some languages, such as C, higher up the list than they would otherwise be. This is corrected by the weighted median rank.

The top ten languages for AI, as ordered by weighted median rank, are:
  1. Python
  2. Java
  3. R
  4. C++
  5. Lisp
  6. Prolog
  7. Julia
  8. Haskell
  9. JavaScript
  10. Scala

As this listing accounts for both rankings of languages, and the frequency at which the language appears in the articles, I consider this to be the most informative.

Sunday, June 19, 2022

Soft Computing, Volume 26, issue 13, July 2022

Author(s): Ivan Chajda, Helmut Länger
Pages: 5945 - 5953

Author(s): F. Barkhori Mehni, S. Ostadhadi-Dehkordi
Pages: 5955 - 5963

Author(s): Feidan Huang
Pages: 5965 - 5974

Author(s): Xindong Peng, Zhigang Luo
Pages: 5975 - 6018

Author(s): Gözde Yaylalı, Nazan Çakmak Polat, Bekir Tanay
Pages: 6019 - 6020

Author(s): C. H. Hussaian Basha, C. Rani
Pages: 6021 - 6040

Author(s): Jinyan Su, Yong Deng
Pages: 6041 - 6050

Author(s): Alexandru Mihai Bica, Shokrollah Ziari, Zoltan Satmari
Pages: 6051 - 6062

Author(s): Manijeh Hajihoseini, Mohammad Karim Sohrabi
Pages: 6063 - 6086

Author(s): Haidong Zhang, TaiBen Nan, Yanping He
Pages: 6087 - 6099

Author(s): Amirali Fathi, Balal Karimi, Reza Farzipoor Saen
Pages: 6101 - 6118

Author(s): Zhu Yingjie, Yang Bin
Pages: 6119 - 6129

Author(s): Xiaodong Na, Jiaqian Wang...Decai Li
Pages: 6131 - 6144

Author(s): Zhenyue Gao, Jianqiang Xue...Wendong Xiao
Pages: 6145 - 6155

Author(s): Arinan Dourado, Felipe Viana
Pages: 6157 - 6173

Author(s): Sahar A. EL-Rahman, Ala Saleh Alluhaidan...Duna N. AlZunaytan
Pages: 6175 - 6199

Author(s): Vishal Srivastava, Bhaskar Biswas
Pages: 6201 - 6218

Author(s): Xin Xie, Xinlei Li...Huiping Li
Pages: 6219 - 6231

Author(s): Leilei Yang, Wenguang Zheng, Yingyuan Xiao
Pages: 6233 - 6243

Author(s): Machiraju Jaya Lakshmi, S. Nagaraja Rao
Pages: 6245 - 6253

Author(s): Ranganath Ponnaboyina, Ramesh Makala...Venkata Ramana Gupta Nallagattla
Pages: 6255 - 6264

Author(s): A. Amarendra, L. Ravi Srinivas, R. Srinivasa Rao
Pages: 6265 - 6291

Author(s): Ali Hussain Khan, Shameem Ahmed...Ram Sarkar
Pages: 6293 - 6315

Author(s): Imran Khan, Anjana Gupta, Aparna Mehra
Pages: 6317 - 6332

Author(s): Vinod Puri, Yogesh K. Chauhan
Pages: 6333 - 6345

Author(s): Rajiv Kumar, Kuldeep Singh
Pages: 6347 - 6392

Author(s): Fethullah Göçer
Pages: 6393 - 6414

Author(s): Yuqing Niu, Ting Yang...Wei Li
Pages: 6415 - 6428

Author(s): Abdullah Lakhan, Mazin Abed Mohammed...Karrar Hameed Abdulkareem
Pages: 6429 - 6442

Author(s): Sameh Abd-Elhaleem, Mohamed Soliman, Mohamed Hamdy
Pages: 6443 - 6459

Author(s): Sameh Abd-Elhaleem, Mohamed Soliman, Mohamed Hamdy
Pages: 6461 - 6462


Saturday, June 18, 2022

IEEE Transactions on Cognitive and Developmental Systems, Volume 14, Issue 2, June 2022

Author(s): María-José Escobar, Nicolás Navarro-Guerrero, Javier Ruiz-Del-Solar, Giulio Sandini
Pages: 255 - 257

Author(s): Inês Lourenço, Robert Mattila, Rodrigo Ventura, Bo Wahlberg
Pages: 258 - 268

Author(s): Alban Laflaquière
Pages: 269 - 278

Author(s): Alexandre Pitti, Mathias Quoy, Catherine Lavandier, Sofiane Boucenna, Wassim Swaileh, Claudio Weidmann
Pages: 279 - 291

Author(s): Michael Timothy Bennett, Yoshihiro Maruyama
Pages: 292 - 300

Author(s): Hamit Basgol, Inci Ayhan, Emre Ugur
Pages: 301 - 315

Author(s): Xinming Wang, Jianhua Zhang, Hanlin Zhang, Shuwen Zhao, Honghai Liu
Pages: 316 - 332

Author(s): Alex P. James
Pages: 333 - 347

Author(s): Shu Gong, Kaibo Xing, Andrzej Cichocki, Junhua Li
Pages: 348 - 365

Author(s): Alessandra Sciutti, Giulio Sandini
Pages: 366 - 374

Author(s): Muhammad Tariq Sadiq, Xiaojun Yu, Zhaohui Yuan, Muhammad Zulkifal Aziz, Siuly Siuly, Weiping Ding
Pages: 375 - 387

Author(s): Tao Han, Kuangrong Hao, Xue-Song Tang, Xin Cai, Tong Wang, Xiaoyan Liu
Pages: 388 - 402

Author(s): Yuanjie Dang, Chong Huang, Peng Chen, Ronghua Liang, Xin Yang, Kwang-Ting Cheng
Pages: 403 - 413

Author(s): Min Meng, Jie Wei, Jigang Wu
Pages: 414 - 423

Author(s): Jiahao Chen, Hong Qiao
Pages: 424 - 436

Author(s): Yangyang Xu, Xuemiao Xu, Guoqiang Han, Shengfeng He
Pages: 437 - 447

Author(s): Jiwei Li, Hui Xu, Sheng-Yang Sun, Nan Li, Qingjiang Li, Zhiwei Li, Haijun Liu
Pages: 448 - 461

Author(s): Guillermo Oliver, Pablo Lanillos, Gordon Cheng
Pages: 462 - 471

Author(s): Dongjing Shan, Xiongwei Zhang, Chao Zhang
Pages: 472 - 484

Author(s): Mirza Ramicic, Andrea Bonarini
Pages: 485 - 496

Author(s): Atena Fadaei Jouybari, Kenny Jeanmonod, Olivier A. Kannape, Jevita Potheegadoo, Hannes Bleuler, Masayuki Hara, Olaf Blanke
Pages: 497 - 506

Author(s): Dandan Zhu, Yongqing Chen, Defang Zhao, Yucheng Zhu, Qiangqiang Zhou, Guangtao Zhai, Xiaokang Yang
Pages: 507 - 518

Author(s): Tianyi Luo, Zhidong Cao, Daniel Zeng, Qingpeng Zhang
Pages: 519 - 531

Author(s): Jiaxing Wang, Weiqun Wang, Shixin Ren, Weiguo Shi, Zeng-Guang Hou
Pages: 532 - 540

Author(s): Hanwen Wang, Yu Qi, Hang Yu, Yueming Wang, Cong Liu, Guoping Hu, Gang Pan
Pages: 541 - 551

Author(s): Haifeng Wu, Lingxu Kong, Yu Zeng, Han Bao
Pages: 552 - 564

Author(s): Belkacem Khaldi, Fouzi Harrou, Foudil Cherif, Ying Sun
Pages: 565 - 577

Author(s): Xiaohui Ren, Pengchao Zhang, Zhijun Zhang
Pages: 578 - 587

Author(s): Weijian Zhang, Peng Song, Dongliang Chen, Chao Sheng, Wenjing Zhang
Pages: 588 - 598

Author(s): Lei Yang, Fuhai Zhang, Jingbin Zhu, Yili Fu
Pages: 599 - 607

Author(s): Weibo Yi, Shuang Qiu, Xinan Fan, Lijian Zhang, Dong Ming
Pages: 608 - 616

Author(s): Chiao-Yu Yang, Edwinn Gamborino, Li-Chen Fu, Yu-Ling Chang
Pages: 617 - 628

Author(s): Hao Wu, Nanning Zheng, Badong Chen
Pages: 629 - 638

Author(s): Min Hu, Fei Qian, Xiaohua Wang, Lei He, Dong Guo, Fuji Ren
Pages: 639 - 647

Author(s): Chengsheng Yuan, Shengming Jiao, Xingming Sun, Q. M. Jonathan Wu
Pages: 648 - 661

Author(s): Nachuan Ma, Jiankun Wang, Jianbang Liu, Max Q.-H. Meng
Pages: 662 - 671

Author(s): Weihua Liu, Xiaokang Wei, Tao Lei, Xingwu Wang, Hongying Meng, Asoke K. Nandi
Pages: 672 - 683

Author(s): Jiuwen Cao, Dinghan Hu, Yaomin Wang, Jianzhong Wang, Baiying Lei
Pages: 684 - 695

Author(s): Lihong Dai, Jinguo Liu, Zhaojie Ju, Yang Gao
Pages: 696 - 707

Author(s): Qiuwen Cai, Junhua Li, Jinyi Long
Pages: 708 - 714

Author(s): Wei Liu, Jie-Lin Qiu, Wei-Long Zheng, Bao-Liang Lu
Pages: 715 - 729

Author(s): Zhongyi Hu, Jun Wang, Chunxiang Zhang, Zhenzhen Luo, Xiaoqing Luo, Lei Xiao, Jun Shi
Pages: 730 - 739

Author(s): Shuang Li, Chunsheng Liu, Faliang Chang
Pages: 740 - 751

Author(s): Jian Zhu, Hanli Wang
Pages: 752 - 760

Author(s): Yifan Zhu, Xuesong Li, Yang Sun, Haixu Wang, Hua Guo, Jie Sui
Pages: 761 - 771

Author(s): Elena Battini Sönmez, Hasan Han, Oǧuzcan Karadeniz, Tuǧba Dalyan, Baykal Sarıoǧlu
Pages: 772 - 780

 

Friday, June 17, 2022

IEEE Transactions on Neural Networks and Learning Systems, Volume 33, Issue 6, June 2022

Author(s): Guansong Pang, Charu Aggarwal, Chunhua Shen, Nicu Sebe
Pages: 2282 - 2286

Author(s): Trong-Nguyen Nguyen, Sébastien Roy, Jean Meunier
Pages: 2287 - 2300

Author(s): Xuanzhao Wang, Zhengping Che, Bo Jiang, Ning Xiao, Ke Yang, Jian Tang, Jieping Ye, Jingyu Wang, Qi Qi
Pages: 2301 - 2312

Author(s): Fabio Valerio Massoli, Fabrizio Falchi, Alperen Kantarci, Şeymanur Akti, Hazim Kemal Ekenel, Giuseppe Amato
Pages: 2313 - 2323

Author(s): Ziyi Yang, Teng Zhang, Iman Soltani Bozchalooi, Eric Darve
Pages: 2324 - 2334

Author(s): Kang Zhou, Jing Li, Yuting Xiao, Jianlong Yang, Jun Cheng, Wen Liu, Weixin Luo, Jiang Liu, Shenghua Gao
Pages: 2335 - 2349

Author(s): David Macêdo, Tsang Ing Ren, Cleber Zanchettin, Adriano L. I. Oliveira, Teresa Ludermir
Pages: 2350 - 2364

Author(s): Yuening Li, Zhengzhang Chen, Daochen Zha, Kaixiong Zhou, Haifeng Jin, Haifeng Chen, Xia Hu
Pages: 2365 - 2377

Author(s): Yixin Liu, Zhao Li, Shirui Pan, Chen Gong, Chuan Zhou, George Karypis
Pages: 2378 - 2392

Author(s): Tong Zhao, Tianwen Jiang, Neil Shah, Meng Jiang
Pages: 2393 - 2405

Author(s): Kaize Ding, Kai Shu, Xuan Shan, Jundong Li, Huan Liu
Pages: 2406 - 2415

Author(s): Leyan Deng, Defu Lian, Zhenya Huang, Enhong Chen
Pages: 2416 - 2428

Author(s): Da-Wei Zhou, Yang Yang, De-Chuan Zhan
Pages: 2429 - 2443

Author(s): Qin Xie, Peng Zhang, Boseon Yu, Jaesik Choi
Pages: 2444 - 2453

Author(s): Yingjie Zhou, Xucheng Song, Yanru Zhang, Fanxing Liu, Ce Zhu, Lingqiao Liu
Pages: 2454 - 2465

Author(s): Jiachen Zhao, Fang Deng, Yongling Li, Jie Chen
Pages: 2466 - 2479

Author(s): Daoming Li, Qinghua Tao, Jiahao Liu, Huangang Wang
Pages: 2480 - 2493

Author(s): Vít Škvára, Jan Francå, Matěj Zorek, Tomáš Pevný, Václav Šmídl
Pages: 2494 - 2507

Author(s): Astha Garg, Wenyu Zhang, Jules Samaran, Ramasamy Savitha, Chuan-Sheng Foo
Pages: 2508 - 2517

Author(s): Ruimin Sun, Xiaoyong Yuan, Pan He, Qile Zhu, Aokun Chen, André Grégio, Daniela Oliveira, Xiaolin Li
Pages: 2518 - 2529

Author(s): Chen Li, Hao Peng, Jianxin Li, Lichao Sun, Lingjuan Lyu, Lihong Wang, Philip S. Yu, Lifang He
Pages: 2530 - 2542

Author(s): Jiaying Liu, Feng Xia, Xu Feng, Jing Ren, Huan Liu
Pages: 2543 - 2557

Author(s): Xu Cheng, Fan Shi, Xiufeng Liu, Meng Zhao, Shengyong Chen
Pages: 2558 - 2570

Author(s): Gouhei Tanaka, Claudio Gallicchio, Alessio Micheli, Juan-Pablo Ortega, Akira Hirose
Pages: 2571 - 2574

Author(s): Benjamin Paaßen, Alexander Schulz, Terrence C. Stewart, Barbara Hammer
Pages: 2575 - 2585

Author(s): Thomas Jüngling, Thomas Lymburn, Michael Small
Pages: 2586 - 2595

Author(s): G. Manjunath
Pages: 2596 - 2604

Author(s): Bernardo Barancelli Schwedersky, Rodolfo César Costa Flesch, Samuel Bahu Rovea
Pages: 2605 - 2614

Author(s): Jean Panaioti Jordanou, Eric Aislan Antonelo, Eduardo Camponogara
Pages: 2615 - 2629

Author(s): Azarakhsh Jalalvand, Joseph Abbate, Rory Conlin, Geert Verdoolaege, Egemen Kolemen
Pages: 2630 - 2641

Author(s): Luca Pasa, Nicolò Navarin, Alessandro Sperduti
Pages: 2642 - 2653

Author(s): Luca Pedrelli, Xavier Hinaut
Pages: 2654 - 2663

Author(s): Johannes Nokkala, Rodrigo Martínez-Peña, Roberta Zambrini, Miguel C. Soriano
Pages: 2664 - 2675

Author(s): Sarthak Gupta, Satrajit Chakraborty, Chetan Singh Thakur
Pages: 2676 - 2685

Author(s): Mitsumasa Nakajima, Kenji Tanaka, Toshikazu Hashimoto
Pages: 2686 - 2700

Author(s): Denis Kleyko, Edward Paxon Frady, Friedrich T. Sommer
Pages: 2701 - 2713

Author(s): Benedikt Vettelschoss, André Röhm, Miguel C. Soriano
Pages: 2714 - 2725

Author(s): Chunli Qin, Ji Zhou, Demin Yao, Han Zhuang, Hui Wang, Shiyao Chen, Yonghong Shi, Zhijian Song
Pages: 2726 - 2736

Author(s): Guoqiang Tan, Zhanshan Wang
Pages: 2737 - 2742


Wednesday, June 8, 2022

Complex & Intelligent Systems, Volume 8, issue 3, June 2022

Author(s): Bo Zhao, Wenyi Zeng...Qichao Zhang
Pages: 1819 - 1821

Author(s): Xiang Dong, Long Cheng...Teng Li
Pages: 1823 - 1834

Author(s): Chenyong Guan, Yu Jiang
Pages: 1835 - 1845

Author(s): Qinzhe Han, Qian Yin...Ziyi Chen
Pages: 1847 - 1855

Author(s): Yuntao Han, Qibin Zhou, Fuqing Duan
Pages: 1857 - 1863

Author(s): Xiongzhi Ai, Jiawei Zhuang...Yu Fu
Pages: 1865 - 1873

Author(s): Xia Yu, Tao Yang...Jian Zhou
Pages: 1875 - 1887

Author(s): Yulian Jiang, Yuhang Zhang...Keping Liu
Pages: 1889 - 1897

Author(s): Jie Zhong, Tao Wang, Lianglun Cheng
Pages: 1899 - 1912

Author(s): Bing Ma, Yuanchun Li
Pages: 1913 - 1927

Author(s): Shaowei Li, Bowen Liu...Dongxu Zhang
Pages: 1929 - 1939

Author(s): Chao Ma, Liziyi Hao, Hang Fu
Pages: 1941 - 1948

Author(s): Shaoyang Hua, Congqing Wang, Xuewei Wu
Pages: 1949 - 1961

Author(s): Hongbing Xia, Ping Guo
Pages: 1963 - 1973

Author(s): Yonghua Wang, Xueyang Li...Xia Deng
Pages: 1975 - 1986

Author(s): Zulqurnain Sabir, Muhammad Asif Zahoor Raja...Ayman A. Aly
Pages: 1987 - 2000

Author(s): André L. C. Ottoni, Erivelton G. Nepomuceno...Daniela C. R. de Oliveira
Pages: 2001 - 2015

Author(s): Pranith Kumar Roy, Krishnendu Shaw
Pages: 2017 - 2038

Author(s): Jue Wang, Ping Guo, Yanjun Li
Pages: 2039 - 2049

Author(s): Jiahang Li, Yuelin Gao...Qinwen Yang
Pages: 2051 - 2089

Author(s): WenDong Wang, JunBo Zhang...Peng Zhang
Pages: 2091 - 2103

Author(s): Jiucheng Xu, Kaili Shen, Lin Sun
Pages: 2105 - 2129

Author(s): Hafiz Muhammad Athar Farid, Muhammad Riaz
Pages: 2131 - 2149

Author(s): Huiping Guo, Hongru Li
Pages: 2151 - 2165

Author(s): Yue Zhi, Heqi Wang, Liang Wang
Pages: 2167 - 2182

Author(s): Ahmed A. Mubarak, Han Cao...Fei Hao
Pages: 2183 - 2201

Author(s): Jian Li, Li-li Niu...Wenjing Li
Pages: 2203 - 2225

Author(s): Junhui Yi, Qingni Yuan...Huan Bai
Pages: 2227 - 2245

Author(s): Xinkai Yi, Yingying Xu...Zhenzhou Tang
Pages: 2247 - 2272

Author(s): Sheng Jin, Qinghao Meng...Huirang Hou
Pages: 2273 - 2290

Author(s): Zhihua Gan, Xiuli Chai...Xiuhui Chen
Pages: 2291 - 2309

Author(s): Fulian Yin, Meiqi Ji...Sitong Li
Pages: 2311 - 2324

Author(s): Muhammad Akram, Sundas Shahzadi...Musavarah Sarwar
Pages: 2325 - 2348

Author(s): Harish Garg, Mohammed Atef
Pages: 2349 - 2370

Author(s): Jianbiao Peng, Beiji Zou...Chengzhang Zhu
Pages: 2371 - 2381

Author(s): Gang Sun, Mingxin Wang, Xiaoping Li
Pages: 2383 - 2404

Author(s): Kuldeep Singh, Jyoteesh Malhotra
Pages: 2405 - 2418

Author(s): Karthikeyan Prakash, Mani Parimala...Muhammad Riaz
Pages: 2419 - 2434

Author(s): Zhihong Yi
Pages: 2435 - 2449

Author(s): James J. H. Liou, Perry C. Y. Liu...Yu-Zeng Wu
Pages: 2451 - 2470

Author(s): Saleh Albahli, Awais Awan...Waleed Albattah
Pages: 2471 - 2487

Author(s): Dapeng Li, Yanjun Peng...Jindong Sun
Pages: 2489 - 2505

Author(s): Lei Cao, Chun-ming Ye...Zhen-kun Wang
Pages: 2507 - 2525

Author(s): Guichao Yang, Hua Wang
Pages: 2527 - 2539

Author(s): Zeng-Qiang Wang, Zhen-Song Chen...Kwai-Sang Chin
Pages: 2541 - 2556

Author(s): B. Karthick, R. Uthayakumar
Pages: 2557 - 2591

Author(s): Maryam Gillani, Hafiz Adnan Niaz...Ata Ullah
Pages: 2593 - 2622

Author(s): Amitoj Singh, Navkiran Kaur...Munish Kumar
Pages: 2623 - 2661

Author(s): Weikuan Jia, Meili Sun...Sujuan Hou
Pages: 2663 - 2693

Author(s): Xiaodan Deng, Qian Yin, Ping Guo
Pages: 2695 - 2695

Tuesday, June 7, 2022

IEEE Transactions on Fuzzy Systems, Volume 30, Issue 6, June 2022

Author(s): Zhijun Li, Jian Huang, Hang Su, Zhaojie Ju
Pages: 1502 - 1505

Author(s): Zhenyu Lu, Ning Wang, Miao Li, Chenguang Yang
Pages: 1506 - 1515

Author(s): Jianqiang Li, Cheng Wang, Jie Chen, Heng Zhang, Yuyan Dai, Lingwei Wang, Li Wang, Asoke K. Nandi
Pages: 1516 - 1528

Author(s): Ang Zhang, Zhe Min, Zhengyan Zhang, Max Q.-H. Meng
Pages: 1529 - 1540

Author(s): Pengbo Huang, Zhijun Li, MengChu Zhou, Xiang Li, Mengyue Cheng
Pages: 1541 - 1552

Author(s): Wenjuan Zhong, Xueming Fu, Mingming Zhang
Pages: 1553 - 1563

Author(s): Hang Su, Wen Qi, Jiahao Chen, Dandan Zhang
Pages: 1564 - 1573

Author(s): Chencheng Dong, Zhangguo Yu, Xuechao Chen, Huanzhong Chen, Yan Huang, Qiang Huang
Pages: 1574 - 1584

Author(s): Juan Antonio Morente-Molinera, Yinglin Wang, Zai-Wu Gong, A. Morfeq, Rami Al-Hmouz, Enrique Herrera-Viedma
Pages: 1585 - 1598

Author(s): Yuqing Tang, Fusheng Yu, Witold Pedrycz, Xiyang Yang, Jiayin Wang, Shihu Liu
Pages: 1599 - 1613

Author(s): Ming Chen, Hak-Keung Lam, Bo Xiao, Chengbin Xuan
Pages: 1614 - 1623

Author(s): Chengmao Wu, Xue Zhang
Pages: 1624 - 1639

Author(s): Pablo J. Prieto, Luis T. Aguilar, Selene L. Cardenas-Maciel, Jorge A. Lopez-Renteria, Nohe R. Cazarez-Castro
Pages: 1640 - 1647

Author(s): Yongbao Wu, Sai Hu, Wenxue Li
Pages: 1648 - 1659

Author(s): Paul Augustine Ejegwa, Shiping Wen, Yuming Feng, Wei Zhang, Ning Tang
Pages: 1660 - 1668

Author(s): Kaixin Lu, Zhi Liu, C. L. Philip Chen, Yaonan Wang, Yun Zhang
Pages: 1669 - 1682

Author(s): Binbin Sang, Hongmei Chen, Lei Yang, Tianrui Li, Weihua Xu
Pages: 1683 - 1697

Author(s): Shuping Wan, Jiuying Dong
Pages: 1698 - 1711

Author(s): Juntao Fei, Zhe Wang, Xiao Liang, Zhilin Feng, Yuncan Xue
Pages: 1712 - 1721

Author(s): Lining Fu, H. K. Lam, Fucai Liu, Bo Xiao, Zhixiong Zhong
Pages: 1722 - 1733

Author(s): Kui Ding, Quanxin Zhu
Pages: 1734 - 1749

Author(s): Yang Wu, Guoshan Zhang, Li-Bing Wu
Pages: 1750 - 1761

Author(s): Xinxing Wu, Qin Zhang, Xu Zhang, Gül Deniz Çaylı, Lidong Wang
Pages: 1762 - 1772

Author(s): Fenglan Wang, Lijun Long
Pages: 1773 - 1787

Author(s): Zeyu Yang, Jin Huang, Diange Yang, Zhihua Zhong
Pages: 1788 - 1800

Author(s): He Zhang, Shengyuan Xu
Pages: 1801 - 1808

Author(s): Yongming Li, Kunting Yu
Pages: 1809 - 1822

Author(s): Bożena Małysiak-Mrozek, Jadwiga Wieszok, Witold Pedrycz, Weiping Ding, Dariusz Mrozek
Pages: 1823 - 1837

Author(s): Ehsan Ranjbar, Amir Abolfazl Suratgar, Mohammad Bagher Menhaj, Mukesh Prasad
Pages: 1838 - 1852

Author(s): Pengyu Zeng, Feiqi Deng, Hongyang Zhang, Xiaobin Gao
Pages: 1853 - 1863

Author(s): Yongsik Jin, Wookyong Kwon, Sangmoon Lee
Pages: 1864 - 1874

Author(s): Yezheng Wang, Zidong Wang, Lei Zou, Hongli Dong
Pages: 1875 - 1888

Author(s): Jing Wang, Chengyu Yang, Jianwei Xia, Zheng-Guang Wu, Hao Shen
Pages: 1889 - 1899

Author(s): Honggui Han, Hongxu Liu, Zheng Liu, Junfei Qiao
Pages: 1900 - 1913

Author(s): Iman Zare, Peyman Setoodeh, Mohammad Hassan Asemani
Pages: 1914 - 1928

Author(s): Mohsen Farbood, Mokhtar Shasadeghi, Taher Niknam, Behrouz Safarinejadian
Pages: 1929 - 1938

Author(s): Shuai Song, Ju H. Park, Baoyong Zhang, Xiaona Song
Pages: 1939 - 1951

Author(s): Hongjun Zhou
Pages: 1952 - 1966

Author(s): Suhang Gu, Chi Man Vong, Pak Kin Wong, Shitong Wang
Pages: 1967 - 1980

Author(s): Shenghui Guo, Weijie Ren, Choon Ki Ahn, Chenglin Wen, Hak-Keung Lam
Pages: 1981 - 1992

Author(s): Yang Liu, Huaguang Zhang, Yingchun Wang, He Ren, Qiaochu Li
Pages: 1993 - 2003

Author(s): Jiancheng Tu, Zhibin Wu
Pages: 2004 - 2018

Author(s): Hengjie Zhang, Fang Wang, Yucheng Dong, Francisco Chiclana, Enrique Herrera-Viedma
Pages: 2019 - 2031

Author(s): Zhou Gu, Xiang Sun, Hak-Keung Lam, Dong Yue, Xiangpeng Xie
Pages: 2032 - 2043

Author(s): Jianghua Zhang, Yang Liu, Xiaojie Su, Peng Shi
Pages: 2044 - 2054

Author(s): Xiaoxuan Wang, Le Lei, Lizhen Wang, Peizhong Yang, Hongmei Chen
Pages: 2055 - 2072

Author(s): Xiaowei Gu, Qiang Ni, Guolin Tang
Pages: 2073 - 2085

Author(s): Aiwen Meng, Hak-Keung Lam, Fucai Liu, Yingjie Yang
Pages: 2086 - 2100

Author(s): Yongliang Yang, Weinan Gao, Hamidreza Modares, Cheng-Zhong Xu
Pages: 2101 - 2112

Author(s): Lesheng Jin
Pages: 2113 - 2117

Author(s): Jing Zhang, Shi Li, Choon Ki Ahn, Zhengrong Xiang
Pages: 2118 - 2123

Author(s): Gabriella Dellino, Carlo Meloni, Marco Pranzo, Marcella Samà
Pages: 2124 - 2128

Author(s): Feng Li, Wei Xing Zheng, Shengyuan Xu
Pages: 2129 - 2134

Author(s): Zhaoliang Sheng, Chong Lin, Bing Chen, Qing-Guo Wang
Pages: 2135 - 2140

Monday, June 6, 2022

IEEE Transactions on Evolutionary Computation, Volume 26, Issue 3, June 2022

Author(s): Christian L. Camacho-Villalón, Marco Dorigo, Thomas Stützle
Pages: 402 - 416

Author(s): Zhenyu Lei, Shangce Gao, Zhiming Zhang, MengChu Zhou, Jiujun Cheng
Pages: 417 - 430

Author(s): Xiaofen Lu, Ke Tang, Stefan Menzel, Xin Yao
Pages: 431 - 445

Author(s): Ke Chen, Bing Xue, Mengjie Zhang, Fengyu Zhou
Pages: 446 - 460

Author(s): Jing-Jing Wang, Ling Wang
Pages: 461 - 475

Author(s): Claudio Lucio do Val Lopes, Flávio Vinícius Cruzeiro Martins, Elizabeth Fialho Wanner, Kalyanmoy Deb
Pages: 476 - 489

Author(s): Laurent Meunier, Herilalaina Rakotoarison, Pak Kan Wong, Baptiste Roziere, Jérémy Rapin, Olivier Teytaud, Antoine Moreau, Carola Doerr
Pages: 490 - 500

Author(s): Alexandru Agapie, Ovidiu Solomon, Marius Giuclea
Pages: 501 - 511

Author(s): Xin Zhang, Zhi-Hui Zhan, Wei Fang, Pengjiang Qian, Jun Zhang
Pages: 512 - 526

Author(s): Ali Ahrari, Saber Elsayed, Ruhul Sarker, Daryl Essam, Carlos A. Coello Coello
Pages: 527 - 541

Author(s): Yingbo Xie, Shengxiang Yang, Ding Wang, Junfei Qiao, Baocai Yin
Pages: 542 - 554

Author(s): Ying Bi, Bing Xue, Mengjie Zhang
Pages: 555 - 569

Author(s): Chen Wang, Hui Ma, Gang Chen, Sven Hartmann
Pages: 570 - 584

Author(s): Yuxiao Huang, Liang Feng, Alex Kai Qin, Meng Chen, Kay Chen Tan
Pages: 585 - 598

Friday, June 3, 2022

Weekly Review 3 June 2022

Some interesting links that I Tweeted about this week:

1) An improved method for detecting deepfake images, using an improved training set: https://dataconomy.com/2022/05/detecting-deepfakes-self-blended-images/

2) Why am I not surprised that it's Amazon that is leading the way in using AI enabled cameras to monitor its staff? https://www.theregister.com/2022/05/24/ai_cameras_amazon/

3) Google has demoed a new conversational AI, but it's still not available to anyone else: https://www.datanami.com/2022/05/16/google-debuts-lamda-2-conversational-ai-system-and-ai-test-kitchen/

4) Two opposing schools of thought on the future of artificial general intelligence: https://dataconomy.com/2022/05/future-of-artificial-general-intelligence/

5) Yet another supercomputer for AI. https://www.theregister.com/2022/05/25/hpe_cerebras_lrz/ At which point do these supercomputers start to encounter diminishing returns? That is, when will throwing more processing power at a problem no longer yield better results?

6) The ethics of AI must also or even primarily include the ethics of the data sets used. This increasingly means respect the privacy of data: https://www.theregister.com/2022/05/23/clearview_ai_ico_fine/

7) The advantages and disadvantages of using AI in manufacturing: https://www.datasciencecentral.com/pros-and-cons-of-ai-in-manufacturing/


9) A COVID19 treatment discovered by AI: https://www.theregister.com/2022/05/25/covid19_medication_ai/

10) You cannot trust a  Machine Learning model you didn't train yourself: https://dataconomy.com/2022/05/undetectable-backdoors-machine-learning/

11) A tool from Google that uses AI to help you prepare for job interviews: https://dataconomy.com/2022/05/google-interview-warmup-ai-in-recruitment/ 

12) Google has banned the creation of DeepFake models on its Colab platform: https://techcrunch.com/2022/06/01/2328459/ 

13) A list of articles on ethics in AI: https://www.informationweek.com/big-data/quick-study-artificial-intelligence-ethics-and-bias

14) If an AI defamed someone, who would be liable? https://techcrunch.com/2022/06/01/whos-liable-for-ai-generated-lies/

Monday, May 30, 2022

IEEE Transactions on Artificial Intelligence, Volume 3, Issue 3, June 2022

Author(s): Bingshu Wang, Jiangbin Zheng, C. L. Philip Chen
Pages: 323 - 343

Author(s): Indro Spinelli, Simone Scardapane, Amir Hussain, Aurelio Uncini
Pages: 344 - 354

Author(s): Niko Reunanen, Tomi Räty, Timo Lintonen, Juho J. Jokinen
Pages: 355 - 369

Author(s): Ali Braytee, Mohamad Naji, Paul J. Kennedy
Pages: 370 - 380

Author(s): Arun K. Sharma, Nishchal K. Verma
Pages: 381 - 390

Author(s): Jiachen Shi, Yi Fan, Guoqiang Zhou, Jun Shen
Pages: 391 - 401

Author(s): Xun Mou, Ling-Xiang Mao, Hu-Chen Liu, MengChu Zhou
Pages: 402 - 413

Author(s): Ying Liu, Zhen Xu, Chen Zhang
Pages: 414 - 425

Author(s): Animesh Chaturvedi, Aruna Tiwari, Shubhangi Chaturvedi, Pietro Liò
Pages: 426 - 435

Author(s): Yao Zhou, Xianglei Yuan, Xiaozhi Zhang, Wei Liu, Yu Wu, Gary G. Yen, Bing Hu, Zhang Yi
Pages: 436 - 450

Author(s): Jiankun Wang, Jianbang Liu, Weinan Chen, Wenzheng Chi, Max Q.-H. Meng
Pages: 451 - 460

Author(s): Fang Liu, Qing Tao, Dechang Yang, Denis Sidorov
Pages: 461 - 469

Author(s): Xiaoyu Jiang, Zhiqiang Ge
Pages: 470 - 484

Author(s): Wenjie Liu, Xin Shu, Lei Zhang, Dong Li, Qing Lv
Pages: 485 - 496


Friday, May 27, 2022

IEEE Transactions on Emerging Topics in Computational Intelligence, Issue 3, June 2022

Author(s): Vivek Dixit, Raja Selvarajan, Tamer Aldwairi, Yaroslav Koshka, Mark A. Novotny, Travis S. Humble, Muhammad A. Alam, Sabre Kais
Pages: 417 - 428

Author(s): Zhe Wang, Claude Guet
Pages: 429 - 438

Author(s): Pascal A. Schirmer, Iosif Mporas
Pages: 439 - 449

Author(s): Daoming Lyu, Fangkai Yang, Hugh Kwon, Wen Dong, Levent Yilmaz, Bo Liu
Pages: 450 - 461

Author(s): Yichen Liu, Pan Zhou, Lei Yang, Yulei Wu, Zichuan Xu, Kai Liu, Xiumin Wang
Pages: 462 - 478

Author(s): Changgang Zheng, Shufan Yang, Juan Marcelo Parra-Ullauri, Antonio Garcia-Dominguez, Nelly Bencomo
Pages: 479 - 488

Author(s): Huan Chang, Yicheng Chen, Baochang Zhang, David Doermann
Pages: 489 - 498

Author(s): Yu-Chieh Chuang, Wei-Yu Chiu
Pages: 499 - 508

Author(s): Lixia Zhang, Kangshun Li, Yu Qi
Pages: 509 - 518

Author(s): Zhu Wang, Honglong Chen, Zhe Li, Kai Lin, Nan Jiang, Feng Xia
Pages: 519 - 529

Author(s): Hossein Hassani, Roozbeh Razavi-Far, Mehrdad Saif, Jafar Zarei, Frede Blaabjerg
Pages: 530 - 543

Author(s): Hao Zhang, Lianbo Ma, Junyi Wang, Liang Wang
Pages: 544 - 555

Author(s): Karuna Kumari Eerapu, Shyam Lal, A. V. Narasimhadhan
Pages: 556 - 567

Author(s): Bo-Chen Lai, Wei-Yu Chiu, Yuan-Po Tsai
Pages: 568 - 579

Author(s): Xiaoye Qu, Zhikang Zou, Xinxing Su, Pan Zhou, Wei Wei, Shiping Wen, Dapeng Wu
Pages: 580 - 592

Author(s): Wujie Zhou, Sijia Pan, Jingsheng Lei, Lu Yu
Pages: 593 - 601

Author(s): Magudeeswaran Veluchamy, Ashish Kumar Bhandari, Bharath Subramani
Pages: 602 - 612

Author(s): Weiping Ding, Yurui Ming, Zehong Cao, Chin-Teng Lin
Pages: 613 - 627

Author(s): Parul Arora, Abbas Khosravi, B. K. Panigrahi, P. N. Suganthan
Pages: 628 - 637

Author(s): Lei Li, Ping Ding, Huanhuan Chen, Xindong Wu
Pages: 638 - 648

Author(s): Prarthi Jain, Seemandhar Jain, Osmar R. Zaïane, Abhishek Srivastava
Pages: 649 - 659

Author(s): Iztok Fister, Iztok Fister
Pages: 660 - 676

Author(s): Anwesha Law, Ashish Ghosh
Pages: 677 - 689

Author(s): Xinyu Li, Zhao Zhang, Liang Gao, Long Wen
Pages: 690 - 699

Author(s): Wenlong Wu, James M. Keller, Jeffrey Dale, James C. Bezdek
Pages: 700 - 709

Author(s): Yiming Tang, Witold Pedrycz, Fuji Ren
Pages: 710 - 723