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Himanshu Bhardwaj
Himanshu Bhardwaj

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Jul 11, 2021

Vehicle Root Optimization for simultaneous pick up and delivery: A mixed integer formulation

Problem There are n customers locations and a depot location. At the customer’s locations, there are delivery and pickup demands. A depot has m vehicles and all the vehicles have capacity C. Rij is the delivery amount on board between the nodes i and j and Pij is the pickup…

4 min read

Vehicle Root Optimization for simultaneous pick up and delivery: A mixed integer formulation
Vehicle Root Optimization for simultaneous pick up and delivery: A mixed integer formulation

Jul 21, 2020

Capacitated Vehicle route optimization in real world using Artificial bee colony optimization and open street map in python

The capacitated vehicle routing problem (CVRP) is a Vehicle route problem in which vehicles with limited carrying capacity need to pick up or deliver items at various locations. The items have a quantity, such as weight or volume, and the vehicles have a maximum capacity that they can carry. …

4 min read

Capacitated Vehicle route optimization in real world using Artificial bee colony optimization and…
Capacitated Vehicle route optimization in real world using Artificial bee colony optimization and…

Jul 19, 2020

A GIS based machine learning algorithm to predict price of Airbnb’s hotel rooms in Newyork city using open street map, Geopandas packages and XGBoost

Location has a very important role in hotel business. Along side the room type, reputation, and availability of the room, the location of the hotel is a very determining factor of price of the hotel room. One of the problem while making a price prediction model based on location of…

3 min read

A GIS based machine learning algorithm to predict price of Airbnb’s hotel rooms in Newyork city…
A GIS based machine learning algorithm to predict price of Airbnb’s hotel rooms in Newyork city…

Jun 27, 2020

A Bi-LSTM neural network regression model to determine customers’ trust perception from Airbnb hosts’ self-description

Airbnb is a platform on which the guests (customers) searches for the accommodation/hotel room. while doing such online exchange, it is important for the customers to build trust on the host based on all the information available to the customers. Customers’ trust perception rely on many things such as hosts’…

3 min read

A Bi-LSTM neural network regression model to determine customers’ trust perception from Airbnb…
A Bi-LSTM neural network regression model to determine customers’ trust perception from Airbnb…

Jun 5, 2020

Conjoint Analysis using R programming language to determine customer’s preferences

Conjoint analysis is an effective survey technique to determine customer’s preferences. In this article, a conjoint analysis survey for an RC toy has been designed and tested with dummy customer data. An orthogonal design has been carried out in R programming language and the design has been tested with randomly…

3 min read

Conjoint Analysis using R programming language to determine customer’s preferences
Conjoint Analysis using R programming language to determine customer’s preferences

May 7, 2020

Price bundling using Genetic Algorithm in R

A non-linear optimization to get optimum price bundles Bundling products is a way to get the customers more purchases than they would have without bundling. Deciding bundle prices to optimize revenue is the goal of business while making a price bundle. In this paper, a method of obtaining optimal bundle…

4 min read

Price bundling using Genetic Algorithm in R
Price bundling using Genetic Algorithm in R

May 5, 2020

Building RFM model on customer purchase behavior to estimate Customer Life Time Value (CLV)

Segmentation of customers on the basis of their recency, frequency, and monetary scores. To increase their market share, firms in these days focus more on customer loyalty and profitability. To build a successful long term customer relationship, a firm needs to identify the true value and loyalty of its customers…

3 min read

Building RFM model on customer purchase behavior to estimate Customer Life Time Value (CLV)
Building RFM model on customer purchase behavior to estimate Customer Life Time Value (CLV)

May 4, 2020

How much money should we spend on customer?

A brief introduction to customer life time value and customer acquisition cost — Are we spending too much money on our customers? How much should we spend on a customer? As a marketer while planning a marketing campaign or an ad campaign, these questions naturally come into our mind. In this article, we will explore the answers of these questions. …

4 min read

How much money should we spend on customer?
How much money should we spend on customer?

Apr 27, 2020

Blind heavy government investments don’t work: What India can learn from Dengist Miracle?

Deng Xiaoping economic reforms in China to transform Chinese economy — When we look towards china, we observe heavy government investments and fast GDP growth. But after exploring the China’s economic reforms during the reign of Deng Xiaoping, I observed a totally different phenomena that laid the foundation of china’s economic success. …

4 min read

Blind heavy government investments don’t work: What India can learn from Dengist Miracle?
Blind heavy government investments don’t work: What India can learn from Dengist Miracle?

Apr 4, 2020

A Fuzzy Analytical Hierarchy Process (FAHP) using R

Fuzzy analytical hierarchical process (FAHP) is a well-known method and can be a very useful tool to support decision making for senior managers, however, the manual or excel implementation of FAHP is a very tedious job. Manual work increases the chances of errors. A programming approach is less tedious and…

5 min read

A Fuzzy Analytical Hierarchy Process (FAHP) using R
A Fuzzy Analytical Hierarchy Process (FAHP) using R
Himanshu Bhardwaj

Himanshu Bhardwaj

MBA, IIM Shillong

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