Development of Fast and Highly Effective Feature Subset Selection Algorithms based on Novel Integration of Quantum Computing and Machine Learning
Development of Fast and Highly Effective Feature Subset Selection Algorithms based on Novel Integration of Quantum Computing and Machine Learning
批准号:
20K11939
负责人:
チャクラボルティ バサビ
金额:
$2.83万
依托单位国家:
日本
项目类别:
Grant-in-Aid for Scientific Research (C)
财政年份:
2020
资助国家:
日本
项目状态:
已结题
起止时间:
2020-04-01 至 2024-03-31
中文摘要
今年我们总结了到目前为止取得的研究成果。我们严格地检查了我们的研究方法和我们开发的算法,这些算法使用更大的数据集进行评估。我们总结了到目前为止研究成果的优缺点和成功与失败,并撰写了一篇综述论文。我们现在正在修改草案,以使最终版本作为期刊论文提交。我们意识到,我们需要在量子计算机平台上扩展更多的模拟实验来验证我们的结果。我们将项目延长了一年,今年我们计划与外国大学合作,利用他们的资源进行模拟实验。我还在几次会议上发表了主题演讲,并将我们的研究成果传达给了更多的受众。
英文摘要
This year we have summarized our research results we have acheived so far. We critically examined our research methodology and the algorithms we developed with larger data sets for evaluation of the algorithms. We summarized the merits and demerits, success and failure of our research outcome so far and wrote a review paper. We are now revising the draft to make the final version to submit as a journal paper. We realized that we need to extend some more simulation experiments in quantum computer platform to validate our results. We extended the projects fore one more year and this year we are planning to collaborate with foreign universities to use their resources to conduct simulation experiments. I also gave keynote lectures in several conferences and conveyed our research outcomes to wider audience.
期刊论文(13)
专著(0)
科研奖励(0)
会议论文
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DOI:
10.1007/s10489-022-03865-x
发表时间:
2022-08
期刊:
Applied Intelligence
影响因子:
5.3
作者:
[Wazib Ansar;Saptarsi Goswami;A. Chakrabarti;B. Chakraborty]
通讯作者:
Wazib Ansar;Saptarsi Goswami;A. Chakrabarti;B. Chakraborty
DOI:
10.3233/jifs-200258
发表时间:
2021
期刊:
J. Intell. Fuzzy Syst.
影响因子:
--
作者:
[A. K. Mandal;Rikta Sen;B. Chakraborty]
通讯作者:
A. K. Mandal;Rikta Sen;B. Chakraborty
DOI:
10.1109/icist49303.2020.9202140
发表时间:
2020-09
期刊:
2020 10th International Conference on Information Science and Technology (ICIST)
影响因子:
--
作者:
[A. K. Mandal;Rikta Sen;Saptarsi Goswami;A. Chakrabarti;B. Chakraborty]
通讯作者:
A. K. Mandal;Rikta Sen;Saptarsi Goswami;A. Chakrabarti;B. Chakraborty
An Efficient Ensemble Of Deep Neural Networks for Detection and Classification of Diabetic Foot Ulcers Images
用于糖尿病足溃疡图像检测和分类的高效深度神经网络集合
DOI:
--
发表时间:
2022
期刊:
影响因子:
--
作者:
[酒井航太, 吉野孝, 呉海元, 水谷友彦, Tetsushi Ohdaira, Basabi Chakraborty]
通讯作者:
Basabi Chakraborty
Quantum-Inspired Owl Search Algorithm with Ensembles of Filter Methods for Gene Subset Selection from Microarray Data
量子启发的 Owl 搜索算法与过滤方法集合,用于从微阵列数据中选择基因子集
DOI:
10.1142/s0218001423510011
发表时间:
2023
期刊:
International Journal of Pattern Recognition and Artificial Intelligence
影响因子:
1.5
作者:
[Mandal Ashis Kumar, Sen Rikta, Chakraborty Basabi]
通讯作者:
Chakraborty Basabi
共 11 条
Development of Integrated Quantum Inspired Algorithms for Shapley Value based Fast and Interpretable Feature Subset Selection
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批准号:24K15089
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项目类别:Grant-in-Aid for Scientific Research (C)
-
资助金额:$3.0万
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财政年份:2024
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负责人:チャクラボルティ バサビ
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依托单位: