Subhajit Sahu wolfram77

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Effect of stepwise adjustment of Damping factor upon PageRank

While doing research work with [Prof. Kishore Kothapalli], and [Prof. Dip Sankar Banerjee].

Abstract — The effect of adjusting damping factor α, from a small initial value α0 to the final desired αf value, upon then iterations needed for PageRank computation is observed. Adjustment of the damping factor is done in one or more steps. Results show no improvement in performance over a fixed damping factor based PageRank. (🎞️ [slides])

Index terms — PageRank algorithm, Step-wise adjustment, Damping factor.

	// Download file from URL (redirect allowed).
	function download(url, filename) {
	return new Promise((fres, frej) => {
	var req = http.get(url, (res) => {
	var code = res.statusCode;
	if (code>=300 && code<400) return download(res.headers.location, filename).then(fres);
	if (code>=400) return frej(res.statusCode);
	filename = filename \|\| path.basename(url);
	var file = fs.createWriteStream(filename);
	res.pipe(file).on('close', () => fres(filename));

	const tempy = require('tempy');
	const cp = require('child_process');
	const path = require('path');
	const fs = require('fs');
	const os = require('os');

	// Global variables.
	const ORG = 'nodef';
	const PACKAGE = 'extra-integer';
	const STANDALONE = 'integer';

	// # browserify
	// # uglify
	// 1. process .js -> single .js
	// 2. process .js + package.json -> package.json
	// 3. process .js + README.md -> README.md
	// 4. create package and publish
	const findNpmPrefix = require('find-npm-prefix');
	const recast = require('recast');
	const path = require('path');
	const fs = require('fs');

	<!doctype html>
	<html lang="en">
	<head>
	<meta charset="utf-8">
	<title>GistRun</title>
	<link rel="stylesheet" href="styles.css">
	</head>
	<body>
	<h1>Hello world!</h1>
	<script src="script.js"></script>

	#!/usr/bin/env bash
	lspci \| grep -i nvidia

	# References
	# - CUDA toolkit installation guide for Linux
	# https://docs.nvidia.com/cuda/cuda-installation-guide-linux/index.html

	function toSnakeCase(x) {
	if(x.search(/[a-z]/)<0) return x.replace(/[^A-Za-z0-9]/, '-').toLowerCase();
	return x.replace(/[^A-Za-z0-9]\|[^A-Za-z0-9]?([A-Z])/g, '-$1').toLowerCase();
	}

	#pragma once
	#include <array>
	#include <vector>

	using std::array;
	using std::vector;