Transform Based Approach for Handwritten Character and Numeral Recognition: A Comprehensive Approach

2020 ◽  
Author(s):  
Abhisek Sethy ◽  
Prashanta Kumar Patra ◽  
Rudra Kalyan Nayak ◽  
Deepak Sahoo
Keyword(s):  
Comprehensive Approach ◽  
Handwritten Character ◽  
Numeral Recognition

scholarly journals On the Performance Improvement of Devanagari Handwritten Character Recognition

2015 ◽  
Vol 2015 ◽  
pp. 1-12 ◽  
Author(s):  
Pratibha Singh ◽  
Ajay Verma ◽  
Narendra S. Chaudhari
Keyword(s):  
Performance Improvement ◽  
Character Recognition ◽  
Gradient Descent ◽  
Stochastic Gradient Descent ◽  
Weight Decay ◽  
Pixel Intensity ◽  
Handwritten Character ◽  
Extraction Algorithm ◽  
Numeral Recognition ◽  
Gradient Feature

The paper is about the application of mini minibatch stochastic gradient descent (SGD) based learning applied to Multilayer Perceptron in the domain of isolated Devanagari handwritten character/numeral recognition. This technique reduces the variance in the estimate of the gradient and often makes better use of the hierarchical memory organization in modern computers.L2-weight decay is added on minibatch SGD to avoid overfitting. The experiments are conducted firstly on the direct pixel intensity values as features. After that, the experiments are performed on the proposed flexible zone based gradient feature extraction algorithm. The results are promising on most of the standard dataset of Devanagari characters/numerals.

A Comprehensive Approach to Sexual Offending?

PsycCRITIQUES ◽  
2007 ◽  
Vol 52 (1) ◽  
Author(s):  
Juanita N. Baker
Keyword(s):  
Sexual Offending ◽  
Comprehensive Approach

Comprehensive Approach to Treatment of Pediatric Skull Base Lesions: A Case Series

2020 ◽  
Author(s):  
Craig Miller ◽  
Alizabeth Weber ◽  
Kate Carroll ◽  
Neeraja Konuthula ◽  
Abdullah Feroze ◽  
...  
Keyword(s):  
Skull Base ◽  
Case Series ◽  
Comprehensive Approach ◽  
Skull Base Lesions

PFI OECD - Framework for Strong investment Policy

2015 ◽  
pp. 151-156
Author(s):  
A. Koval
Keyword(s):  
Sustainable Development ◽  
Foreign Direct Investment ◽  
Direct Investment ◽  
Comprehensive Approach ◽  
Investment Policy ◽  
Policy Framework ◽  
Investment Climate ◽  
Systematic Monitoring ◽  
Investment Tool ◽  
National Investment

The improving investment climate objective requires a comprehensive approach to the regulatory framework enhancement. Policy Framework for Investment (PFI) is a significant OECD’s investment tool which makes possible to identify the key obstacles to the inflow foreign direct investment and to determine the main measures to overcome them. Using PFI by Russian authorities would allow a systematic monitoring of the national investment policy and also take steps to improve the effectiveness of sustainable development promotion regulations.

On Methodology for Designing Architectural Lighting of Production Site Interior

2020 ◽  
pp. 10-21 ◽  
Author(s):  
Vladimir V. Voronov ◽  
Nikolay I. Shchepetkov
Keyword(s):  
Architectural Design ◽  
Comprehensive Approach ◽  
Scientific Methodology ◽  
Field Observations ◽  
Production Site ◽  
Artificial Illumination ◽  
Engineering Parameters ◽  
Architectural Lighting ◽  
Candidate Thesis

The article describes content of original and relevant but virtually forgotten thesis of V.V. Voronov on lighting of production site interiors by means of overhead natural (using three types of skylights) and artificial illumination, in order to elaborate scientific methodology for architectural design of more qualitative luminous environment on the basis of comprehensive approach and enhanced criteria framework of its evaluation using light engineering parameters. The thesis is unique in terms of the scope and quality of field and laboratory observations which are reflected not only in the text but also in the graphical attachments, namely photos, figures, schemes, drawings, charts, nomograms, and diagrams accompanied by specific measured or calculated parameters. The first part of the thesis contains theoretical basics and results of field observations conducted by different methods. This second part is the exposition of chapter 3 of the V.V. Voronov’s candidate thesis (1985). It describes the methodology for and the results of the experiments by means of planar and volumetric light simulation using the architectural lighting simulating assembly (chamber) which were conducted in MARKHI in 1970–1985.

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