Podcast
Questions and Answers
What is the primary purpose of the Viterbi algorithm?
What is the primary purpose of the Viterbi algorithm?
- To minimize Hamming distance in signal transmission
- To encode data for TCM
- To estimate the most likely sequence of hidden states (correct)
- To generate random sequences in communication systems
Which of the following technologies has NOT commonly used the Viterbi algorithm?
Which of the following technologies has NOT commonly used the Viterbi algorithm?
- Speech recognition and synthesis
- Wi-Fi 802.11 wireless LAN
- CDMA and GSM digital cellular
- Optical fiber communication (correct)
When decoding TCM code, what is the first step in the Viterbi decoding process?
When decoding TCM code, what is the first step in the Viterbi decoding process?
- Draw the trellis diagram for the code
- Write the path for the received code
- Determine the Hamming Distance for every state transition (correct)
- Assign probabilities to each state
Who proposed the Viterbi algorithm?
Who proposed the Viterbi algorithm?
Which of the following best describes a trellis diagram?
Which of the following best describes a trellis diagram?
What is the primary purpose of using encryption and decryption in cryptography?
What is the primary purpose of using encryption and decryption in cryptography?
Which of the following concepts ensures that data has not been tampered with or corrupted?
Which of the following concepts ensures that data has not been tampered with or corrupted?
What does non-repudiation in cryptography imply?
What does non-repudiation in cryptography imply?
In the context of GSM security management, what does the term 'Kc' refer to?
In the context of GSM security management, what does the term 'Kc' refer to?
Which of the following statements best describes 'secret sharing' in cryptography?
Which of the following statements best describes 'secret sharing' in cryptography?
What is the average bits per symbol for the string 'ISAT!'?
What is the average bits per symbol for the string 'ISAT!'?
In arithmetic coding, what must each code word include to signify the end of transmission?
In arithmetic coding, what must each code word include to signify the end of transmission?
What does entropy encoding refer to in data compression?
What does entropy encoding refer to in data compression?
What type of information does the code '10000111100110110001' represent in decimal?
What type of information does the code '10000111100110110001' represent in decimal?
Which of the following symbols has the highest assumed probability in the given probability table?
Which of the following symbols has the highest assumed probability in the given probability table?
What mathematical structure is utilized in trellis coding?
What mathematical structure is utilized in trellis coding?
What does the term 'end of file' (EOF) signify in data transmission?
What does the term 'end of file' (EOF) signify in data transmission?
Which of the following steps is NOT part of arithmetic encoding?
Which of the following steps is NOT part of arithmetic encoding?
What is the primary purpose of the Huffman code?
What is the primary purpose of the Huffman code?
How is the average bits per symbol calculated in Huffman coding for the example given?
How is the average bits per symbol calculated in Huffman coding for the example given?
Which of the following describes a key difference between Huffman coding and arithmetic coding?
Which of the following describes a key difference between Huffman coding and arithmetic coding?
In the provided text string example, what is the total number of symbols used?
In the provided text string example, what is the total number of symbols used?
What is Hartley’s Equation used for in the context of data compression?
What is Hartley’s Equation used for in the context of data compression?
What is the range of the number 'q' in arithmetic coding?
What is the range of the number 'q' in arithmetic coding?
What is the calculated average bits per symbol from the Huffman tree example?
What is the calculated average bits per symbol from the Huffman tree example?
What is a characteristic of lossless data compression methods such as Huffman coding?
What is a characteristic of lossless data compression methods such as Huffman coding?
What is the main purpose of encryption?
What is the main purpose of encryption?
Which of the following is a symmetric encryption algorithm?
Which of the following is a symmetric encryption algorithm?
What characterizes symmetric encryption?
What characterizes symmetric encryption?
Which algorithm is known for its public-key cryptography?
Which algorithm is known for its public-key cryptography?
What is considered a disadvantage of the Data Encryption Standard (DES)?
What is considered a disadvantage of the Data Encryption Standard (DES)?
What term describes the encrypted message in symmetric encryption?
What term describes the encrypted message in symmetric encryption?
How are public and private keys related in asymmetric encryption?
How are public and private keys related in asymmetric encryption?
Which of the following options best describes asymmetric encryption?
Which of the following options best describes asymmetric encryption?
What is the primary goal of cryptography?
What is the primary goal of cryptography?
In the context of the trellis diagram, what does the Hamming Distance measure?
In the context of the trellis diagram, what does the Hamming Distance measure?
Which state transition represents the least Hamming Distance according to the diagram?
Which state transition represents the least Hamming Distance according to the diagram?
What algorithm is used for decoding the received TCM code word?
What algorithm is used for decoding the received TCM code word?
What is represented by the '11' at the top of the trellis diagram?
What is represented by the '11' at the top of the trellis diagram?
Which step follows the calculation of Hamming Distance in the decoding process?
Which step follows the calculation of Hamming Distance in the decoding process?
What is the significance of the accumulated Hamming Distance in the Viterbi algorithm?
What is the significance of the accumulated Hamming Distance in the Viterbi algorithm?
What does TCM stand for in the context of the decoding process?
What does TCM stand for in the context of the decoding process?
What is the outcome when the correct path with the least Hamming Distance is found?
What is the outcome when the correct path with the least Hamming Distance is found?
Which of the following best describes the purpose of state transitions in the trellis diagram?
Which of the following best describes the purpose of state transitions in the trellis diagram?
Flashcards
Huffman Coding
Huffman Coding
A type of lossless data compression that uses a tree structure to represent the frequency of symbols in a message, assigning shorter codes to more frequent symbols. This results in compressed data with a smaller average number of bits per symbol.
Huffman Encoding
Huffman Encoding
A process of assigning variable-length codes to symbols based on their frequency of occurrence in a message. The code words are generated from a tree structure where nodes represent symbols and branches represent bits.
Huffman Decoding
Huffman Decoding
The process of reconstructing the original message from a compressed Huffman code string using the Huffman tree.
Hartley's Equation
Hartley's Equation
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Entropy
Entropy
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Arithmetic Coding
Arithmetic Coding
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Average Bits per Symbol
Average Bits per Symbol
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Entropy Encoding
Entropy Encoding
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Variable-Length Encoding
Variable-Length Encoding
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End-of-Message (EOM)
End-of-Message (EOM)
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Converting Arithmetic Code to Decimal
Converting Arithmetic Code to Decimal
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Viterbi Algorithm
Viterbi Algorithm
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Trellis Diagram
Trellis Diagram
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Hamming Distance
Hamming Distance
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Trellis Coded Modulation (TCM)
Trellis Coded Modulation (TCM)
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Convolutional Code
Convolutional Code
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Confidentiality
Confidentiality
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Data Integrity
Data Integrity
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Authentication
Authentication
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Non-repudiation
Non-repudiation
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Secret Sharing
Secret Sharing
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Encryption
Encryption
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Decryption
Decryption
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Symmetric Encryption
Symmetric Encryption
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AES (Advanced Encryption Standard)
AES (Advanced Encryption Standard)
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Asymmetric Encryption
Asymmetric Encryption
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RSA Algorithm
RSA Algorithm
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Ciphertext
Ciphertext
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Stream Cipher
Stream Cipher
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Viterbi Decoding
Viterbi Decoding
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Viterbi Diagram
Viterbi Diagram
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Cryptography
Cryptography
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Encryption Key
Encryption Key
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Decryption Key
Decryption Key
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Study Notes
Coding Theory
- Coding theory is the study of the properties of "codes" and their suitability for different applications.
- Codes are examined by various scientific disciplines, primarily for creating efficient and reliable data transmission methods.
- Data transfer involves the removal of redundancy and the identification or correction of errors.
Types of Coding
- Data Compression (Source Coding):
- Shannon-Fano Coding
- Huffman Coding
- Arithmetic Coding
- Error Control/ECC-FEC (Channel Coding):
- Block Codes (Reed-Solomon, Hamming, Cyclic Redundancy Codes)
- Convolutional Codes (Trellis, Viterbi)
- Line Coding:
- Unipolar/Polar/Bipolar (e.g., NRZ, AMI)
- Multilevel/Multi-transition (e.g., 2B1Q, MLT3)
- Cryptographic Coding:
- Hash Codes (e.g., MD5, SHA)
- Cipher Codes (e.g., AES, DES, RSA)
Shannon Coding
- Shannon Coding is a lossless data compression technique.
- It builds a prefix code based on symbol probabilities.
- Â It was the first of its kind and was used to prove Shannon's noiseless coding theorem.
Fano Coding
- Fano's method ranks symbols in descending order of probability.
- It divides symbols into two equally probable subsets.
- The first digit of the code for each symbol is determined based on its subset (0 or 1).
- The process repeats recursively for each further subset for successive digits until a code is assigned to each symbol without ambiguity.
Huffman Coding
- In 1952, David Huffman developed an algorithm for creating variable length codes.
- This algorithm utilizes estimated probabilities or frequencies of occurrence of different symbols to create a unique code for each possible source symbol.
Huffman Encoding Example
- The example demonstrated Huffman encoding on the text string "A DEAD DAD CEDED A BAD BABE A BEADED ABACA BED".
- It involved finding symbol frequencies/probabilities, creating a Huffman tree, deriving codewords, and calculating the average bits/symbol.
Arithmetic Coding
- Arithmetic coding encodes the message as a range of values.
- Encoding is a process of selecting a single floating-point value within the range (0 to 1) for the entire message and converting this range into binary code.
- Arithmetic coding differs from Huffman coding, encoding the entire message as one number instead of symbol by symbol.
Trellis Coding
- A combination of coding and modulation, using concepts of modulation, coding, dynamic programming, lattice structure, and matrices in mathematics.
- Trellis Coded Modulation (TCM) uses a convolutional code.
Viterbi Algorithm
- A dynamic programming algorithm to derive the maximum a posteriori probability estimate of the most likely sequence of hidden states (Viterbi path).
- Proposed by Andrew Viterbi in 1967.
- Commonly applied in decoding TCM and convolutional codes, with application in CDMA, GSM cellular technology, dial-up modems, satellite and space communications, Wi-Fi, speech recognition and synthesis, computational linguistics, and bioinformatics.
Cryptography
- The study of secure communications techniques to ensure that only the intended sender and receiver can view data or messages.
- Â Key processes are encryption and decryption.
- Encryption converts information to code (cipher) to prevent unauthorized access.
- Common symmetric (same key for encryption and decryption) algorithms: AES (Advanced Encryption Standard) established by the US National Institute of Standards and Technology; DES (Data Encryption Standard).
Applications of Cryptography
- Confidentiality: Encryption and decryption.
- Data Integrity: Detection of corruption.
- Authentication: Ensuring security and verified identity.
- Non-repudiation: Preventing denial of sending a message.
- Secret Sharing: Using multiple keys to decode a single message.
GSM (2G) Security Management
- Illustrates security management in a 2G GSM network, integrating IMEI checking and encryption components with authentication and data security elements.
Summary
This module covers important coding techniques, including the principles behind error correction; encoding examples from (Huffman, Fano, and arithmetic coding); and an exploration of popular mathematical algorithms for decoding communications such as (Trellis and Viterbi). The module also describes cryptographic methods for secured data transmission.
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