Model Quality Prediction

<div>Abstract— Even though, reconfigurable intelligent surfaces (RISs) are adopted in various scenarios to enable the implementation of a smart radio environment, there are still challenging issues for its real-time operation due to the need for a costly full dimensional channel estimation with offline exhaustive search or online exhaustive beamtraining. The application of the deep learning (DL) tools is favored to enable feasible solutions. In this work, we propose two low training overhead and energy efficient adversarial bandit-based schemes with outstanding performance gains compared to reference DL based reflection beamforming methods. The resulting deep learning models are also discussed using state of-the art model quality prediction trends.</div>

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Designing and evaluating the MULTICOM protein local and global model quality prediction methods in the CASP10 experiment

BMC Structural Biology ◽

10.1186/1472-6807-14-13 ◽

2014 ◽

Vol 14 (1) ◽

pp. 13 ◽

Cited By ~ 33

Author(s):

Renzhi Cao ◽

Zheng Wang ◽

Jianlin Cheng

Keyword(s):

Global Model ◽

Prediction Methods ◽

Quality Prediction ◽

Model Quality

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Adversarial Bandit Approach for Stand Alone RIS Operation

10.36227/techrxiv.16586726.v1 ◽

2021 ◽

Author(s):

messaoud Ahmed Ouameur ◽

Dương Tuấn Anh Lê ◽

Gwanggil Jeon ◽

Felipe A.P. De Figueiredo ◽

Daniel Massicotte

Keyword(s):

Deep Learning ◽

Energy Efficient ◽

State Of The Art ◽

Quality Prediction ◽

Learning Models ◽

Model Quality ◽

Time Operation ◽

Real Time Operation ◽

Feasible Solutions ◽

Performance Gains

<div>Abstract— Even though, reconfigurable intelligent surfaces (RISs) are adopted in various scenarios to enable the implementation of a smart radio environment, there are still challenging issues for its real-time operation due to the need for a costly full dimensional channel estimation with offline exhaustive search or online exhaustive beamtraining. The application of the deep learning (DL) tools is favored to enable feasible solutions. In this work, we propose two low training overhead and energy efficient adversarial bandit-based schemes with outstanding performance gains compared to reference DL based reflection beamforming methods. The resulting deep learning models are also discussed using state of-the art model quality prediction trends.</div>

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MODEL MANAJEMEN MUTU MADRASAH KAJIAN DI MIN & MI MA’RIF PAGERAJI PURWOKERTO

Jurnal Penelitian Agama ◽

10.24090/jpa.v19i1.2018.pp74-105 ◽

2018 ◽

Vol 19 (1) ◽

pp. 74-105

Author(s):

Rohmat Rohmat

Keyword(s):

Quality Management ◽

Quality Management System ◽

Management Model ◽

Teacher Competence ◽

Model Quality ◽

Community Environment ◽

The Family ◽

Quality Management Model ◽

Community Cooperation

Abstract: The quality of madrasah education needs to get serious attention both from process aspect and its result. The quality of madrasah education is also influenced by the family and community environment. This brings with it the need for a review and mapping of the quality management model of education in Madrasah Ibtidaiyah. The Madrasah Ibtidaiyah of Purwokerto and MI Ma'arif Pageraji Purwokerto were chosen to be the subject of this study with the consideration that the school has a good quality management system. This study aims to find the typology of quality management education in MI that is effective so that it can be replicated. Based on the findings of the data, it can be concluded as follows: (1) Quality planning conducted in MIN and MI Ma’arif pageraji Purwokerto through (a) improvement of teacher competence, through OJT activity (on the job trainning), (b) teacher. (c) Development of natural competence matrix. (d) Parent and community cooperation in establishing some madrasah programs. (2) Quality control system conducted in MIN and MI Ma’arif pageraji Purwokerto done through supervision activities. (3) Quality assurance conducted in MIN and MI Ma’arif pageraji Purwokerto done internally by madrasah and audited through accreditation activities run by the accreditation bodies of madrasah or other institutions externally. Keywords: Management model, quality of madrasah.

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