Core Concepts of Algorithm Design and Computational Problem Solving

Unit– 1

Problems and Problem Instances

A problem in computer science is a clearly defined task or situation that requires a solution using logical and computational methods. It describes what needs to be achieved without specifying how to achieve it. A problem usually includes input data, required output, and certain constraints that must be satisfied. For example, “finding the maximum number in a list” is a problem statement. A problem instance is a specific example of that problem with actual

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Academic Source Classification and Critical Evaluation

The Importance of Academic Sources

Sources are fundamental to academic rigor and provide:

  • Credibility: Proof of academic rigor.
  • Perspectives: Balance of views.
  • Depth: Analysis beyond surface knowledge.

Maximizing Marks with Source Use

Correct use of primary and secondary sources leads to higher marks in:

  • Criteria A: Focus and Method
  • Criteria C: Critical Thinking

Defining Primary Sources

Direct, first-hand evidence created at the time under study; not interpreted by another author.

Examples of Primary Sources
  • History:
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Molecular Geometry, Gas Laws, and Intermolecular Forces

Molecular Geometry and Hybridization

To determine electron domain geometry, molecular geometry, hybridization, polarity, and bond angles, you must count electron domains (bonding pairs and lone pairs) around the central atom of a Lewis structure.

  • Electron Domain Geometry: The arrangement of all electron domains. For example, four domains result in a tetrahedral geometry.
  • Molecular Geometry: The arrangement of only the atoms. For example, four domains with one lone pair result in a trigonal pyramidal
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Database Clustering vs Parallel Architecture: Performance

Database Clustering and Parallel Architecture Fundamentals

Understanding Database Clusters

Definition of a Database Cluster

A Database Cluster is a group of databases or database servers that work together to store data, share workload, and improve overall performance and reliability.

Key Benefits of Database Clustering

Database clusters are essential for modern applications due to several critical advantages:

  • High Availability: If one server fails, another server will automatically handle the database
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Indian Business Environment and Economic Policy

Unit 1: Business Environment Foundations

Nature and Determinants of Business Environment

The business environment refers to all external forces that influence a firm’s decisions, performance, and growth. It includes economic conditions, political stability, legal frameworks, technological changes, socio-cultural factors, and global trends. These components work together to create opportunities or threats for businesses. Determinants like government policies, market competition, resource availability,

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Solve 8-Puzzle Problem with Python and A* Search

Write a Program to Implement 8-Puzzle problem using Python

import heapq
from termcolor import colored

# Class to represent the state of the 8-puzzle
class PuzzleState:
    def __init__(self, board, parent, move, depth, cost):
        self.Board = board  # The puzzle board configuration
        self.Parent = parent  # Parent state
        self.Move = move  # Move to reach this state
        self.Depth = depth  # Depth in the search tree
        self.Cost = cost  # Cost (depth + heuristic)

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Core Macroeconomic Models: IS-LM-PC, Phillips Curve, and Key Laws

The natural rate of unemployment is a function of the firm’s markup and non-labour related cost, 𝑚, the labour market characteristics, 𝑧, and the strength of the effect of unemployment on wages, alpha–> un=(m+z)/alpha Y EXPLICAMOS EL CAMBIO

Potential output,Yn, is a function of the natural employment level, Nn, which depends on the natural rate of unemployment: Yn=Nn=L(1-un)Y EXPLICAMOS EL CAMBIO 

b) Analyse the policy’s short-run effects. SOLUTION: Initially, the economy is in equilibrium

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Core Concepts and Theories of Modern Management

Module 1: Fundamentals of Management

1. Management Definition

The process of planning, organizing, directing, and controlling resources efficiently and effectively to achieve organizational objectives.

2. Characteristics of Management

  • Goal-oriented
  • Universal
  • Continuous
  • Social
  • Multidisciplinary
  • Coordinated

3. Management: Science Versus Art

  • Science: Based on systematic knowledge and cause-effect relationships.
  • Art: Requires creativity, personal skill, and is practice-based.

4. Taylor’s Scientific Management

  • Scientific
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Literary Analysis: Structure and Forms of Narrative Texts

Narrative Texts: Definition and Structure

Narrative texts relate real or imagined events that happen to characters developed in space and time.

Essential Elements of Narrative

  • The Narrator: Recounts the events or circumstances that happen to the characters. The story can be told in:
    • First Person: As a character involved in the story (autobiographical).
    • Third Person: Without intervening in the history (as a witness), or taking an omniscient stance (knowing the feelings, thoughts, and emotions of the
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Inventory Valuation and Receivables Accounting

Allowance Method for Uncollectible Accounts

We use the Allowance Method to record estimated uncollectible accounts, which is used to estimate and record expected bad debts. This method ensures that Accounts Receivable (A/R) is stated at Net Realizable Value (NRV) and matches bad debt expense with the related sales revenue.

  • Adjusting Entry: Updates the allowance balance to the target ending balance (usually a percentage of A/R or based on an aging schedule).
  • Write-Off: Removes a specific A/R from the
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