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Overview: Classification | General Intelligence and Reasoning for SSC CGL PDF Download

What is Classification?

  • Classification, as a cognitive process, involves the task of categorizing items within a particular group based on a shared and distinct attribute they collectively possess. Subsequently, the objective shifts to identifying the 'stranger' or 'odd one out' among them. In this context, candidates are presented with a collection of items, the majority of which exhibit a certain similarity or commonality, while one diverges in a discernible manner. It becomes the candidate's prerogative to discern and select the item that does not align with the established group.
  • The scrutiny of classification and odd one out questions serves as a means to gauge the candidate's cognitive capacities, including their prowess in information processing, aptitude for creative thinking, and their proficiency in evaluating distinctions and patterns among objects or concepts. These inquiries challenge the candidate to demonstrate their discernment and analytical acumen in distinguishing the outlier in a given set of items.

Overview: Classification | General Intelligence and Reasoning for SSC CGL

Types of Classification Reasoning 

Let us see the various types of questions that may come one by one from below. 

1. Choosing the Odd Word Based on General Knowledge

In this type of classification reasoning, candidates will be given a bunch of words and they have to pick out the correct one.

2. Choosing the Odd Number

In this type of classification reasoning, certain pairs of numbers are given, and candidates need to find out that one by differentiating the relationship of the given numbers.

3. Choosing the Odd Numeral Pair/group

In this type of classification reasoning, candidates will be given some pairs of groups then they have to find out the wrong one.

4. Choosing the Odd Letter Group

In this type of classification reasoning, candidates will be given some odd letters then they have to find out the wrong one.

5. Choosing the Odd Pair of Word Based on Synonyms and Antonyms

In this type of classification reasoning, candidates will be given some pair of words that have some meaning (synonyms and antonyms)from there they need to choose the correct answer.

6. Choosing the Odd Pair of Word Based on Image Based

In this type of classification reasoning, candidates will be given images among which they have to choose the odd one.

Solve Question Based on Classification

Tip # 1: Classification and odd one out questions aim to judge the candidate’s information processing capabilities, creative thinking ability, and evaluation skills.
Tip # 2: Questions on classification require a strong vocabulary and general knowledge. So be well versed in these subject areas. 

Examples

Q1: Choose the word which is least like the other words in the group.

(a) Tiger
(b) Lion
(c) Leopard
(d) Cow
Ans:
d
Sol: In this group of words, all animals are carnivorous but cows are herbivorous.
Hence, the correct answer is Cow.

Q2: Choose the odd pair.
(a) Volume : Liter
(b) Time : Second
(c) Length : Meter
(d) Pressure : Barometer

Ans: d 
Sol: 
In all options, the second pair is the unit to measure the first one but in option 4, the barometer is the instrument to measure pressure.
Hence, the correct answer is Pressure : Barometer.

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FAQs on Overview: Classification - General Intelligence and Reasoning for SSC CGL

1. What is classification?
Ans. Classification is a process of categorizing data or objects into predefined groups or classes based on their characteristics or features. It is a fundamental concept in machine learning and data mining, where algorithms are trained to recognize patterns and make predictions based on the identified classes.
2. How does classification work?
Ans. Classification works by training a model on a labeled dataset, where each data point is assigned a class or category. The model learns from the provided examples and extracts relevant features to differentiate between different classes. Once the model is trained, it can classify new, unseen data based on the patterns it has learned.
3. What are the common applications of classification?
Ans. Classification has various applications across different domains. Some common examples include spam email detection, sentiment analysis in social media, credit risk assessment, disease diagnosis based on symptoms, image recognition, and document categorization. Essentially, any problem that involves categorizing or predicting classes can benefit from classification techniques.
4. What are the different types of classification algorithms?
Ans. There are several classification algorithms available, each with its own strengths and weaknesses. Some popular algorithms include decision trees, random forests, support vector machines (SVM), logistic regression, naive Bayes, and k-nearest neighbors (KNN). The choice of algorithm depends on the nature of the data, the number of classes, and the desired accuracy or interpretability of the model.
5. What is the role of feature selection in classification?
Ans. Feature selection plays a crucial role in classification as it helps identify the most relevant and informative features for the model. By selecting the right set of features, the classification algorithm can focus on the most discriminative aspects of the data, leading to better accuracy and efficiency. Feature selection methods include statistical techniques, information gain, correlation analysis, and domain knowledge-based approaches.
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