2196-1115

Journal Of Big Data

Springer (Biomed Central Ltd.)

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Your prioritized action plan

Ordered by how many DOIs each fix touches — start here, not with every error at once.

1

Attach ORCID iDs across 919 articles

ORCID iDs strengthen author disambiguation and institutional reporting.

High impact919 DOIs
2

Add abstracts to 598 articles

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Medium impact598 DOIs
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Deposit reference lists for 44 records

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Low impact44 DOIs

DOIs for this ISSN

Showing the top 5 of 1458 DOIs, ordered by correction priority.

# Title Missing Priority Citations
1 A survey of transfer learning (10.1186/s40537-016-0043-6)
Abstract ORCID
186.22 5300
2 Survey on deep learning with class imbalance (10.1186/s40537-019-0192-5)
Abstract ORCID
169.82 2490
3 Big data in manufacturing: a systematic mapping study (10.1186/s40537-015-0028-x)
Abstract ORCID License
160.73 138
4 Big data in healthcare: management, analysis and future pros… (10.1186/s40537-019-0217-0)
Abstract ORCID
156.72 1362
5 A survey on addressing high-class imbalance in big data (10.1186/s40537-018-0151-6)
Abstract ORCID
140.44 643
6 Big data analytics: a survey (10.1186/s40537-015-0030-3)
Abstract ORCID
139.44 614
7 Big healthcare data: preserving security and privacy (10.1186/s40537-017-0110-7)
Abstract ORCID
138.94 600
8 Sentiment analysis using product review data (10.1186/s40537-015-0015-2)
Abstract ORCID
137.98 574
9 Survey of review spam detection using machine learning techn… (10.1186/s40537-015-0029-9)
Abstract ORCID
129.44 387
10 A survey of open source tools for machine learning with big… (10.1186/s40537-015-0032-1)
Abstract ORCID
124.57 309
11 A survey on platforms for big data analytics (10.1186/s40537-014-0008-6)
Abstract ORCID
121.16 264
12 Visualizing Big Data with augmented and virtual reality: cha… (10.1186/s40537-015-0031-2)
Abstract ORCID
119.01 239
13 Effectiveness analysis of machine learning classification mo… (10.1186/s40537-019-0219-y)
Abstract ORCID
118.65 235
14 Intrusion detection and Big Heterogeneous Data: a Survey (10.1186/s40537-015-0013-4)
Abstract ORCID
118.18 230
15 A review of data mining using big data in health informatics (10.1186/2196-1115-1-2)
ORCID License
117.61 224
16 On the sustainability of smart and smarter cities in the era… (10.1186/s40537-019-0182-7)
Abstract ORCID
115.80 206
17 Analysis of agriculture data using data mining techniques: a… (10.1186/s40537-017-0077-4)
Abstract ORCID
114.39 193
18 Intrusion detection model using machine learning algorithm o… (10.1186/s40537-018-0145-4)
Abstract ORCID
112.15 174
19 Big Data fraud detection using multiple medicare data source… (10.1186/s40537-018-0138-3)
Abstract ORCID
106.84 136
20 The anatomy of the data-driven smart sustainable city: instr… (10.1186/s40537-019-0221-4)
Abstract ORCID
103.59 117
21 A bibliometric approach to tracking big data research trends (10.1186/s40537-017-0088-1)
Abstract ORCID
101.67 107
22 The core enabling technologies of big data analytics and con… (10.1186/s40537-017-0091-6)
Abstract ORCID
101.67 107
23 Contextual anomaly detection framework for big sensor data (10.1186/s40537-014-0011-y)
Abstract ORCID
101.06 104
24 A survey on Image Data Augmentation for Deep Learning (10.1186/s40537-019-0197-0)
Abstract
100.97 10937
25 A data mining framework to analyze road accident data (10.1186/s40537-015-0035-y)
Abstract ORCID
100.43 101
26 A machine learning approach to analyze customer satisfaction… (10.1186/s40537-019-0224-1)
Abstract ORCID
100.43 101
27 Resampling approaches to handle class imbalance: a review fr… (10.1186/s40537-025-01119-4)
Abstract ORCID
100.43 101
28 Big data analytics: does organizational factor matters impac… (10.1186/s40537-017-0081-8)
Abstract ORCID
99.11 95
29 Identification of top-K nodes in large networks using Katz c… (10.1186/s40537-017-0076-5)
Abstract ORCID
97.22 87
30 Choosing the right NoSQL database for the job: a quality att… (10.1186/s40537-015-0025-0)
Abstract ORCID
94.32 76
31 Privacy preservation techniques in big data analytics: a sur… (10.1186/s40537-018-0141-8)
Abstract ORCID
93.17 72
32 Big data analysis for financial risk management (10.1186/s40537-016-0053-4)
Abstract ORCID
91.94 68
33 Comprehensive review of artificial intelligence applications… (10.1186/s40537-025-01178-7)
Abstract ORCID
91.63 67
34 A problem-agnostic approach to feature selection and analysi… (10.1186/s40537-024-01041-1)
Abstract ORCID
91.30 66
35 An intelligent Alzheimer’s disease diagnosis method using un… (10.1186/s40537-019-0190-7)
Abstract ORCID
87.79 56
36 Improving deep neural network design with new text data repr… (10.1186/s40537-017-0065-8)
Abstract ORCID
87.41 55
37 Shielding networks: enhancing intrusion detection with hybri… (10.1186/s40537-024-00994-7)
Abstract ORCID
87.41 55
38 Leveraging machine learning to proactively identify phishing… (10.1186/s40537-025-01174-x)
Abstract ORCID
86.62 53
39 A big data methodology for categorising technical support re… (10.1186/2196-1115-1-1)
ORCID License
86.21 52
40 Accuracy, precision, recall, f1-score, or MCC? empirical evi… (10.1186/s40537-025-01313-4)
Abstract ORCID
86.21 52
41 Breast cancer diagnosis with MFF-HistoNet: a multi-modal fea… (10.1186/s40537-025-01114-9)
Abstract ORCID
85.38 50
42 Comparative study between incremental and ensemble learning… (10.1186/2196-1115-1-5)
Abstract ORCID
84.51 48
43 RecencyMiner: mining recency-based personalized behavior fro… (10.1186/s40537-019-0211-6)
Abstract ORCID
84.51 48
44 Big data, Big bang? (10.1186/s40537-015-0014-3)
Abstract ORCID
84.06 47
45 Deep learning applications and challenges in big data analyt… (10.1186/s40537-014-0007-7)
ORCID
83.07 2101
46 The effects of class rarity on the evaluation of supervised… (10.1186/s40537-019-0181-8)
Abstract ORCID
82.66 44
47 Quantum computational infusion in extreme learning machines… (10.1186/s40537-024-01050-0)
Abstract ORCID
81.67 42
48 Helformer: an attention-based deep learning model for crypto… (10.1186/s40537-025-01135-4)
Abstract ORCID
81.67 42
49 Mining Chinese social media UGC: a big-data framework for an… (10.1186/s40537-015-0037-9)
Abstract ORCID
80.64 40
50 Selecting a representative decision tree from an ensemble of… (10.1186/s40537-019-0186-3)
Abstract ORCID
80.64 40