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0 Preface
Hello everyone! Senior students, the time for graduation project is coming soon, are you ready? In order to help you start your graduation project better, as a senior, I have compiled the latest graduation topics for the computer big data major. If you have any questions during the topic selection process, you can ask me at any time and I will provide help based on your situation.
For the selection of graduate topics for big data majors, it is important to choose topics that are closely related to the field and have practical significance. Big data technology is increasingly used in various industries, so choosing a topic related to actual application scenarios can help students better understand and apply the knowledge they have learned.
Consider your own interests and expertise when choosing a topic. Choosing a topic that interests you and suits your technical abilities will allow you to devote yourself to it with more motivation and patience, and achieve better research results.
Also pay attention to the feasibility and difficulty of the topic selection. The topic selection should neither be too simple, causing the workload to be insufficient to reflect the depth and breadth of the research, nor too complex, beyond the scope of one's abilities, resulting in the inability to complete it.
At the same time, communicate and discuss more with tutors and classmates, and listen to their suggestions and opinions. Tutors are experienced professionals who can give you valuable guidance and advice to help you better choose and determine your topic.
Finally, don’t forget to make a reasonable plan and timetable after deciding on the topic, and strictly follow the plan. Graduation is a process that requires sustained efforts. Reasonable time arrangement and planning are very important for the successful completion of graduation.
In short, I hope the above topic selection criteria will be helpful to everyone. If you need help choosing a topic or anything else, please feel free to ask me a question. I wish everyone a smooth start and excellent results!
1 Recommended topics for graduate studies in big data
Analysis of climate data based on MapReduce
Design and implementation of text knowledge mining system based on keywords
Protein function prediction based on probabilistic graphical model
Design and implementation of face recognition system based on third-party libraries Design and implementation
based on hbase search engine
Design and implementation of Spark-Streaming’s blacklist real-time filtering system Design and implementation of
customer potential value assessment system
Design and implementation of text classification based on neural network
Product association analysis and mining based on Apriori
Design of Chinese word segmentation system based on word frequency statistics Application and implementation
of K-means algorithm in Weibo data mining
Research and application of image object detection and analysis system
Data mining of e-commerce potential customers based on Apriori association rules
Design and implementation of e-commerce user behavior analysis system based on Spark
Music recommendation Systematic research and application
Research and application of university network public opinion monitoring and guidance system based on big data
Analysis and research of tumor disease patterns based on medical big data
Spatial data mining based on support vector machine and its application in tourism geography economy
Based on deep residual Research on classification and detection of diabetic retinopathy with poor network Web data
mining of portal information recommendation system based on big data analysis
and its research and application in e-commerce Research and application
of data mining for telecommunications CRM
Wheat growing environment data collection and application based on Internet of Things Research and application of data mining technology
Application of k-means algorithm in Weibo data mining Application
of data mining technology of Apriori association rule algorithm to mine e-commerce potential customers
Research and application of personalized learning environment construction based on big data
Based on Kafka and Research and application of railway power supply monitoring real-time processing system of Spark stream computing cluster Research and application of
Hadoop data mining technology for early warning of citrus diseases and insect pests Research and application
of university network public opinion monitoring and guidance system based on big data Research and application of
fixed asset management system of university based on Hadoop Design and implementation
of a knowledge sharing platform based on MongoDB/HBase Design and implementation of a
big data distributed cloud storage platform based on Hadoop and SSM Design and implementation of a
marketing support system for sporting goods companies based on big data Design and implementation of
a distributed remote sensing image data private cloud Platform design and internship.
Design and implementation of e-commerce user behavior analysis system based on Spark.
Application of Bayesian network model in tourism big data analysis.
Application and implementation of Spark SQL system query optimization method
to build telecom 5G customer prediction model based on data mining technology. Research and application
Spatial data mining method based on support vector machine and its application in tourism geographical economic analysis Implementation
of top-K join query algorithm based on MapReduce
Design and implementation of data consistency detection algorithm based on MapReduce
Research on machine learning algorithms Related Applications
Design and implementation of character recognition based on crowdsourcing Design and implementation of
automatic word segmentation system based on unsupervised learning algorithm Design and implementation
of pedestrian face recognition system based on deep learning Design and implementation
of handwriting recognition system based on KNN based
on collaboration Design and implementation of recommendation engine for filtering algorithm Design and implementation
of website click stream analysis based on Spark-Streaming Design and implementation
of e-commerce product attention based on Spark-Streaming Analysis
and research of user movement trajectories
Design and implementation of comment hotspot analysis system Implementation
Design and implementation of distributed computing platform based on Akka Design and implementation of
popular news mining based on FP-Growth algorithm Design and implementation of
face recognition based on SVM Design and implementation
of classifier based on K-means algorithm based
on TF- Design and implementation of word frequency statistics of IDF algorithm
Design and implementation of spam filtering based on Bayesian Design and implementation of
PCA dimensionality reduction algorithm
Portal information recommendation system based on big data analysis
Research on deterministic scheduling mechanism of time-sensitive network to support industrial data transmission
Research on the syndrome differentiation and treatment rules of Wenli method based on "Treatise on Febrile Diseases" based on mathematical statistics and data mining.
Design of fuzzy inference system based
on data mining technology. Data mining method based on rough sets. Research
on heat-clearing prescriptions based on data mining and network pharmacology. Research on the prescription rules of patent medicines Research
on the library bibliographic recommendation service based on data mining
Research on the policy system for the development of big data technology in China Research
on the technological changes in border government governance under the big data strategy Research on
the development strategy of the Haimaibao Post cross-border e-commerce supply and marketing service platform
Research on image denoising method based
on adaptive conjugate gradient method Research on compressed sensing model based on adaptive three-term projection algorithm Research
and application of convergence of three-term projection algorithm based on eigenvalue Research on
several key issues in time series data mining
Data mining Research on technology and association rule mining algorithms Research
on large-scale data mining technology based on MapReduce
Research and implementation of data mining algorithms based on Hadoop Research on
spatial data mining Research
on several key technologies of spatial data mining based on geographical information systems
"Clinical Guidelines" based on data mining Medical Records" Research on the syndrome and treatment
of spleen and stomach diseases Research on landslide disaster prediction model based on multi-structured data mining Research
on the experience of eczema prescriptions of contemporary famous Chinese medicine practitioners based on data mining technology Research
on comparison and analysis of data mining classification algorithms based on neural networks
Statistical methods in data mining Research on the application of
data mining in stock analysis Analysis
and research on anomalies in electricity consumption data based on data mining Research
on the construction of disease prediction models based on electronic medical record data
Research on influencing factors and control strategies of hepatitis A medical expenses based on data mining Research on
feature representation and similarity measurement methods in time series data mining Research on
image data mining based on formal concept analysis Research
on the application of Web data mining in e-commerce
Based on data mining technology Analysis of the acne prescription experience of contemporary Chinese medicine experts Research on
fuzzy data mining in CRM and research on customer life cycle value and customer satisfaction
Blockchain-based security risk analysis of the Internet of Things system
Network access authentication protocol for charging pile equipment
User payment protocol in the charging pile system
based on district Blockchain charging pile system settlement protocol
Spatial data mining method based on support vector machine and its application in tourism geo-economic analysis
Research on data mining application based on Bayesian network
Hyperspectral database and data mining research
Data mining for telecommunications CRM Applied research
Research and design of web data mining for e-commerce Research and
application of cluster analysis data mining methods Research on
data mining classification algorithms
Research and application of data mining algorithms based on decision trees
Acupuncture intervention for cervical spondylosis and neck pain efficacy data based on CER model Mining research
Research and application of data mining methods in road transportation information systems
Research on Citibank’s domestic retail business marketing strategies based on data mining Research
on road traffic flow data mining Research
on cloud computing and MapReduce of several data mining algorithms
Research on data mining platforms based on cloud computing
Research on the application of data mining in bank customer relationship management
Research on the MapReduce distributed parallel processing framework in cloud computing Research
on the application of Web data mining in e-commerce
Privacy-preserving data
mining Research on online analytical processing and data mining of geological environment data warehouse
based on matter Research on Internet-connected wheat growing environment data collection and data mining technology Research
on the experience of psoriasis prescriptions of contemporary famous Chinese medicine practitioners based
on data mining technology Research on privacy protection methods
for data mining Data mining on 3G user behavior models and empirical research based on
data mining for precision marketing Research and application in stock curve trend prediction Research and application
of data mining in Taobao customer evaluation
Blockchain technology principle demonstration system
Blockchain-based lottery system
Smart contract-based public opinion survey system
Adverse drug reactions based on big data mining Research on knowledge integration and utilization Research
on gas disaster prediction methods based on data mining and information fusion Research
on fire analysis models and applications based on data mining Research on
information resource integration and data mining on adverse drug events Research
on elevator safety big data mining based on Hadoop Research
on data mining Mechanical and electrical system model identification
Research on prescription compatibility rules based on
data mining Construction of traditional Chinese medicine tonic prescription database and its data mining
Research on fault diagnosis methods based on data mining and information fusion Research
on prescription syndrome and treatment rules based on prescription data mining Research on the syndrome and treatment rules
based on deep learning Research on skin lesion detection and segmentation methods Research
on image tamper-proof detection methods based on deep neural networks Research on
the application and effectiveness of bank data mining Research
on building telecom 4G customer prediction models based on data mining technology
Research on customer value management based on data mining
based on data mining technology Research on predicting the survival of passengers in shipwrecks Research
on offloading strategies for mobile edge computing networks based on distributed deep learning Research
on cluster deployment methods of software-defined wireless network edge controllers
Adaptive fault-tolerant control of actuators based on RBF neural networks
Data mining based on multi-objective decision-making Research on model selection
Research and application of parallel algorithms in big data mining Research
on time series data mining Research
on data mining and its models based on gray system theory Research
and improvement of association rule algorithms in data mining Research
on privacy-preserving data mining theory for attributes and relationships
Research on power station thermal system operation optimization methods
based on dynamic data mining Research on cost management methods based on data mining Research on
key technologies for data mining in the telecommunications field Research on
data mining algorithms for privacy protection Research
on data preprocessing methods in data mining
based on multi-objective decision- making Evaluation and application of data mining methods
Multi-source mobility trajectory data mining for transportation services and knowledge discovery of multi-scale resident activities
Comparative study on the syndrome and treatment patterns of simple coronary heart disease and coronary heart disease combined with diabetes based on
data mining Classification of massive data mining based on cloud computing Algorithm research
Quantitative research and analysis of glomerular size in diabetic nephropathy based on image processing technology
Application and research of small vessel segmentation technology in renal pathology images Research
and platform implementation of data mining related algorithms
Research on clustering methods in data mining
based on support vectors Research on machine-based process industry data mining technology Research on
data mining technology and classification algorithms
Research and application of power station operation optimization theory based on
data mining Research and application of data mining algorithm optimization Research on
issues related to massive flow data mining Research on
several issues in semi-structured data mining on
massive data Research on mining technology Research
on theoretical methods and applications of data mining in databases Research on
dimensionality reduction and prediction methods in time series data mining Research
on networked audit risk control based on data mining technology Research
on road traffic accident analysis
based on data mining Finance based on data mining Research and application of time series prediction.
Design and implementation of financial data analysis system based on data mining technology.
Discovery and classification of Weibo user interest groups based on data mining.
Research on coal mine safety visual management based on data mining.
Research on financial risk analysis and early warning based on data mining technology.
Research on the application of visual data mining technology in urban underground space GIS Research
on logistics big data asset management and data mining based on RFID Research on
several issues in strategic management accounting based on data mining Research on
the application of data mining in precision marketing of retail banks
A cloud-based Design and implementation of computing data mining platform architecture.
Research on key technologies of service-oriented data
mining. Research on safety assessment and deformation prediction of foundation pit engineering
based on data mining. Research on optimization method and application of data mining error system based on error elimination theory.
Contemporary uncertainty based on data mining. Research on the rules of diagnosis and treatment of pregnancy medical records Research
on key technologies for network intrusion detection based on
data mining Research on data mining based on HADOOP
Research on the application of data mining technology in P2P network finance
Data mining engine based on big data
Python-based email classification system
Text sentiment Research on understanding technology Research
on stem cell division and growth tracking Research on
weakly supervised learning in behavioral activity understanding
Analysis and research on the impact of climate and environmental factors on elderly COPD patients
Design and implementation of license plate recognition system based on deep learning
Deep convolutional neural network and its application in face recognition Applications in
Deep reinforcement learning theory research and its application in video games
Robot indoor scene recognition based on deep learning Research
and implementation of hashing method based on deep learning in multi-granularity image retrieval
Website verification code recognition system based on deep learning Design and implementation
Application of tensor decomposition in bioinformatics
Product popularity prediction based on point process
Static code analysis based on recurrent neural network Research on user
relationships in social networks
Analysis and modeling of user interest evolution in online social networks Research
on information dissemination on social networks Behavior analysis and computer simulation research
Electrocardiogram data research
Semantic representation and learning of trajectory data
Implementation of NPC autonomous training model construction based on deep reinforcement learning
Design and implementation of English part-of-speech tagging based on LSTM
Research on Chinese emotion recognition based on machine learning
based on deep neural Research on high-quality word vector generation methods for networks.
Visualization and demand forecasting of Singapore taxi pick-up and drop-off passenger trajectories based on map data.
Design and implementation of medical and health record information visualization systems.
Research on semantic expression and search technology of activity trajectories.
Egocentric network visualization based on telecommunications big data. Research
Design and implementation of cifar10 data set generation based on DCGAN
Analysis of urban bicycle travel behavior
Accurately locating the store where the user is in a shopping mall
Visual research based on taxi trajectory data
Visual analysis platform for "portraits" of student behavior habits
High-speed rail operation map based on map API Design and implementation
Design and implementation of professional job portraits based on big data technology
Research on user movement trajectory information prediction based on collaborative filtering
Design and implementation of visual display data processing center
Distributed crawler based on Sina Weibo and visual processing of data
based on public bicycles Analysis of urban residents’ occupation and residence based on data
Representation learning on dynamic networks
Item allocation problem based on social network exchange
Research on user relationships of QQ social network based
on complex networks Research on urban subway transportation network based on complex networks
Research on important structural characteristics of Internet autonomous layer network
Automatic classification of arrhythmia
based on deep learning Research and implementation of diabetic retinal disease diagnosis based on deep learning
Research and implementation of classification of head clothing
based on deep learning Design and implementation of face detection and recognition system based on
deep learning Emotion based on deep learning Classification
Research on scene classification based on deep learning Research on
title classification based on deep neural network
Image classification based
on Deep Learning Image retrieval
based on deep learning Extraction of image and video features
based on deep learning Image style transformation based on deep learning Multi-modal retrieval based on
deep learning
Medical image segmentation
based on deep learning Assisted drug design
based on deep learning Anomaly detection based
on deep learning Voiceprint recognition based on
deep learning Design and implementation of recommendation system based
on deep learning Research and implementation of vehicle feature recognition
based on deep learning Intrusion based on deep learning Design and implementation of detection system
Respiration monitoring based on deep learning
Zero-shot and few-shot learning
based on deep learning Big data prediction method
based on deep learning Font style conversion method
based on deep learning Research on lung cancer detection method
based on deep learning Based on cellular automaton Research on classification methods of emergent phenomena in complex systems
Implementation of machine learning in MCI disease classification
Examples of senior students’ work:
Research on workflow scheduling based on hadoop
. Distributed storage and computing of public bicycle data based on Hadoop.
Research on large-scale network traffic data processing methods based on HHT.
Quantitative study of the impact of venture capital institutions on enterprise development in the context of financial big data
based on target spatiotemporal trajectories. Research on big data analysis and mining methods
Research on real-time processing of large-scale data streams
Design and implementation of distributed message queues
Design and implementation of distributed file system optimized access technology for small files
Research on customizable automated deployment methods in cloud PaaS and implementation of
three-dimensional terrain Drawing system design and implementation
Obtaining and visual analysis of blockchain transaction information
Examples of senior students’ work:
Cartoonization algorithm design and implementation of character avatars Design and implementation
of facial expression classification algorithm Design and implementation of
facial attribute classification algorithm
Research and implementation of facial feature extraction algorithm
Fast search algorithm for objects in videos based on deep learning
Image retrieval algorithm based on deep learning Research Research
on image segmentation algorithm
based on deep learning Research on prediction algorithm for lost players in online games
based on deep learning Research and implementation of short-term traffic flow prediction algorithm
based on machine learning Design
of question and answer evaluation algorithm based on machine learning Design of question and answer recommendation algorithm based on machine learning
Research on logistics optimization algorithm
based on reinforcement learning Research on age prediction algorithm based on deep network Research
on RGBD image segmentation algorithm based on deep network Research
on image super-resolution algorithm based on adversarial neural network Research
and implementation of visual logic reasoning algorithm based on memory network
Based on Bei Research on causality of Yeasian network and implementation
of algorithm package. Research on word sense disambiguation algorithm based on end-to-end neural network model. Research
on social recommendation algorithm based on social network structure. Research on
link prediction algorithm of multi-layer social network. Research on
location recommendation algorithm in social network. Research
Research and implementation of algorithmic games under social networks Research
on personalized recommendation algorithm based on reverse recommendation Research
on product popularity prediction algorithm based on recommendation
algorithm Design and implementation of optimal path recommendation algorithm based on trajectory data
Research on recommendation algorithm based on Poisson decomposition and Applications
Research and implementation of image-based crowd gathering detection algorithm Research and implementation of
image defogging algorithm Research and
implementation of image classification algorithm for mobile platform
Research on hash-based image classification algorithm Implementation
of CNN-based image denoising algorithm
Artistic style of images Design and implementation of rendering algorithm.
Research and implementation of target tracking algorithm based on video images and implementation in C++.
Research and implementation of violent event detection algorithm based on video behavior analysis and implementation
in C++. Design and implementation of text-based network user analysis algorithm.
Research on subjective question scoring technology based on keywords and synonyms.
Research and implementation of host security status assessment based on traffic characteristics. Research on
segmentation algorithm of passenger flow patterns in public places based on deep learning.
Design and implementation of holiday highway traffic flow prediction algorithm.
Algorithm implementation of heart rhythm abnormality detection based on Android platform.
ECG heart rhythm irregularity based on Matlab. Program implementation of Qi classification algorithm
Research and analysis of privacy protection algorithm based on user comment attributes Research and implementation of
outdoor scene illumination estimation and rendering algorithm based on hardware acceleration Research and implementation
of data mining algorithm based on privacy protection
Panoramic image generation algorithm based on Matlab to achieve
data sovereignty Research on blockchain consensus algorithm
Intelligence + education: Design and implementation of multi-label classification algorithm for knowledge points Design and implementation of
black and white font color artistic algorithm
Research on prediction algorithm for losing players in online games based on XGBoost
Impulse neural network learning algorithm based on rank-order Research
Robot control algorithm based on virtual reality technology and reinforcement learning
Crowd behavior modeling and simulation Modeling
and analysis of tourist population based on mobile phone signaling
Multi-view human posture reconstruction based on RGBD camera
Behavior recognition technology and implementation based on RFID tags
based on neural networks A weakly supervised object detection neural network model. A
hash retrieval method based on the intrinsic structural characteristics of the data.
An FPGA acceleration engine for deep neural networks.
Research on image recognition based on weakly supervised deep learning.
Examples of senior students’ work:
2 Guidance on topic preparation
(1) Cause
Recently, more and more students have begun to write thesis proposal reports, but many students do not have guidance on how to choose appropriate topics. They are not clear about how to do the topics assigned by the teacher, and the information provided by the instructor is not sufficient, making them unable to start.
(2) How to avoid pitfalls (the most important thing)
Selecting final topics is actually a huge trap for many students. Every year, countless people dig their own pits and jump into them. Choosing a good topic will make the subsequent defense and thesis writing much easier, while choosing an incorrect topic can lead to endless pain and suffering. . . .
(3) Why do you say this?
In fact, this is mainly because most students do not have a clear understanding of the technologies required for specific scenarios, which leads them to mistakenly believe that certain functions are easy to implement when determining the topic, but the actual situation is often not the case.
Therefore, it is recommended that students who are not clear about the technology of project implementation should seek help from their graduate students or teachers to learn more about the technology and implementation process. Of course, you can also ask me and the seniors will provide help according to your situation.
(4) Difficulty control
For those students who only pursue smooth graduation, they need to be careful not to choose topics that are too difficult or too easy when choosing graduation topics. Choosing a topic that is too difficult may make it difficult for you to complete it, while choosing a topic that is too easy may result in insufficient workload, inability to write a complete thesis, or even failure to pass the defense stage. Therefore, it is necessary to choose appropriate topics within a moderate difficulty range.
(5) Title of the topic
In addition, many students have recently reported to their seniors that the topics they set are always returned by the teacher. In fact, this is really not the fault of the teacher. I can’t laugh or cry when I see the topics you set. . . .
The senior is here to share with you a standard for setting a question. You will be right to follow this standard when setting a question:
"What algorithm (technology) was used + in what scenario + what type of problem was solved"
3 finally
If you have any questions about the topic selection, or if you don’t understand the relevant technology and don’t want to guide Bi She on how to start, you can ask your senior, who will provide help according to your situation.