CSC562 Information Retrieval And Searching Algorithms Assignment Malaysia
This course will teach you about the techniques for storing and searching data. It’s not just texts that we’re talking about – images, videos or any other type of media can be stored in databases as well! You’ll learn how retrieval works at both an academic level with theoretical aspects on information storage design theory covered along with practical application into actual systems implementation so they know what their strengths are when designing future ones
The main focus here is automated storage management but don’t worry: this doesn’t mean complicated algorithms need to apply because there discuss natural language processing methods too. The types of IR that are currently being taught, including text-based and multimedia learning, will change to include web retrieval.
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IR is one of the most popular methods to analyze text, but it’s important not just focus on that. The other types include web retrieval and multimedia IR which will be introduced as exposure to different ways in which information can be analyzed besides solely by analyzing texts
A useful tool for doing this type of research would have been Web Crawling – where you crawl through pages looking at images or links etc.; another form called “screen scraping” involves obtaining data via user input into program windows without any sort of interference from programmers trying to get information. Then there is of course Natural Language Processing – which is used to obtain textual data.
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These are the questions that can be asked in CSC562 Information Retrieval And Searching Algorithms Assignment. By the end of this course, Malaysian students will be able to answer the following questions.
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Assignment Brief 1: Analyze various concepts related to Information Retrieval and searching algorithms
A search algorithm is a computational process that measures similarity between information in order to determine the order in which they should be ranked. There are many different types of search algorithms, each suited for different use cases, but key concepts can be generalized across all of them.
Some comparisons of these different algorithms indicate that an algorithm like PageRank does better at finding pages referring to specific keywords than Boolean searching (i.e., finding instances where the words “business” and “supplies” appear on the same page).
One algorithmic technique being explored involves machine learning – in this context, an algorithm will learn by recognizing patterns within training data sets and then categorizes new data accordingly without any additional input from humans.
Information Retrieval and Searching algorithms allow a computer to keep track of the context necessary to originate a search for information.
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Queries can be processed by searching through various databases in order to find relevant documents. In order for this retrieval process to be successful, the searcher must specify certain parameters or constraints on their query using words or phrases that convey their non-textual requirements – such as time frame, document type, document availability, relative importance of categories – which are collectively referred to as ‘operators’.
In order for a retrieval algorithm to determine how well a given set of operators is satisfied by individual documents within the records it processes, then statistical relevance models are needed.
Assignment Brief 2: Build an Information Retrieval prototype using selected algorithms of representation, storage and retrieval
Representation, storage, and retrieval algorithms combine to form the foundational structure for indexing. Representations translate an idea from a raw format into a digitally meaningful format. Storage then uses this representation in order to assign numeric codes that can be retrieved later when requested.
Algorithms involved in storage include Wikipedia’s “page rank” algorithm, which computes a page’s importance based on usage data from linking pages; Google’s “PageRank” algorithm, which tracks webpages with high query-engine rankings; and
Microsoft Bing’s “WebIndex,” which identifies subjects without popularity or relevance
The final step is retrieval of stored information from what was stored at some point in time.”
Information is stored when there is something to be remembered. Given that the human mind can only remember around eight different pieces of information at any given time, the process of remembering is itself an act in selective forgetting.
Assignment Brief 3: Demonstrate communication skills in developing IR prototype
You have been granted a successful development of an IR prototype. This means you have had some accountabilities for the conception, design, and production requirements of this prototype
Prototyping is a method of retro-engineering. Prototypes are often used to test an idea and/or establish a known quantity for cost and final production decisions. The prototyped product, process, or service may be either an evolutionary alteration or constant improvement (i.e., radical innovation) and then deployed into the marketplace as a fully operational end-product. Common prototypes include: models, mockups, research platforms & lab tests; which can completely demonstrate communication skills in developing IR prototypes to make major decisions; but commonly involve production scale tests (e.g., breadboards) prior to full deployment of compliant project deliverables.
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