| Presentation | 2020-09-18 Exploitation Patterns and systematization of issues for Machine Learning Systems Satoshi Okuda, Norihiko Ishitani, Toshiki Mori, Gaku Nemoto, Kazuhiko Nishimura, Naoshi Uchihira, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The rapid increase in the development of machine learning systems in companies today presents new challenges that have not been faced in the development of traditional IT systems. Machine learning systems for human operations have a different set of challenges than Porter's connected smart products. The methodology for planning and development of such products has not yet been established, and it is mainly based on experience and intuition. In this paper, we define "exploitation" as the process of enhancing a machine learning application system and summarize the issues in exploitation patterns based on several case studies. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Software Engineering for Machine Learning Systems / Project Management / Project Management / Exploitation Patterns |
| Paper # | KBSE2020-4 |
| Date of Issue | 2020-09-11 (KBSE) |
| Conference Information | |
| Committee | KBSE |
|---|---|
| Conference Date | 2020/9/18(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Hiroyuki Nakagawa(Osaka Univ.) |
| Vice Chair | Takuya Saruwatari(NTT Data) |
| Secretary | Takuya Saruwatari(OKI) |
| Assistant | Shinpei Ogata(Shinshu Univ.) / Erina Nakihara(Doshisha Univ,) |
| Paper Information | |
| Registration To | Technical Committee on Knowledge-Based Software Engineering |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Exploitation Patterns and systematization of issues for Machine Learning Systems |
| Sub Title (in English) | |
| Keyword(1) | Software Engineering for Machine Learning Systems |
| Keyword(2) | Project Management |
| Keyword(3) | Project Management |
| Keyword(4) | Exploitation Patterns |
| 1st Author's Name | Satoshi Okuda |
| 1st Author's Affiliation | Japan Advanced Institute of Science and Technology(JAIST) |
| 2nd Author's Name | Norihiko Ishitani |
| 2nd Author's Affiliation | Weathernews INC.(Weathernews) |
| 3rd Author's Name | Toshiki Mori |
| 3rd Author's Affiliation | Japan Advanced Institute of Science and Technology(JAIST) |
| 4th Author's Name | Gaku Nemoto |
| 4th Author's Affiliation | Japan Advanced Institute of Science and Technology(JAIST) |
| 5th Author's Name | Kazuhiko Nishimura |
| 5th Author's Affiliation | VoiceResearch Co., Ltd.(VoiceResearch) |
| 6th Author's Name | Naoshi Uchihira |
| 6th Author's Affiliation | Japan Advanced Institute of Science and Technology(JAIST) |
| Date | 2020-09-18 |
| Paper # | KBSE2020-4 |
| Volume (vol) | vol.120 |
| Number (no) | KBSE-170 |
| Page | pp.pp.19-24(KBSE), |
| #Pages | 6 |
| Date of Issue | 2020-09-11 (KBSE) |