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| ASCII Text | x | ||
| N.C. Rowe, "Antisampling for Estimation: An Overview," IEEE Transactions on Software Engineering, vol. 11, no. 10, pp. 1081-1091, October, 1985. | |||
| BibTex | x | ||
| @article{ 10.1109/TSE.1985.231855, author = {N.C. Rowe}, title = {Antisampling for Estimation: An Overview}, journal ={IEEE Transactions on Software Engineering}, volume = {11}, number = {10}, issn = {0098-5589}, year = {1985}, pages = {1081-1091}, doi = {http://doi.ieeecomputersociety.org/10.1109/TSE.1985.231855}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, } | |||
| RefWorks Procite/RefMan/Endnote | x | ||
| TY - JOUR JO - IEEE Transactions on Software Engineering TI - Antisampling for Estimation: An Overview IS - 10 SN - 0098-5589 SP1081 EP1091 EPD - 1081-1091 A1 - N.C. Rowe, PY - 1985 KW - statistical databases KW - Estimation KW - expert systems KW - inequalities KW - parametric optimization KW - query processing KW - sampling KW - statistical computing VL - 11 JA - IEEE Transactions on Software Engineering ER - | |||
We survey a new way to get quick estimates of the values of simple statistks (like count, mean, standard deviation, maximum, median, and mode frequency) on a large data set. This approach is a comprehensive attempt (apparently the first) to estimate statistics without any sampling. Our "antisampling" techniques have analogies to those of sampling, and exhibit similar estimation accuracy, but can be done much faster than sampling with large computer databases. Antisampling exploits computer science ideas from database theory and expert systems, building an auxiliary structure called a "database abstract." We make detailed comparisons to several different kinds of sampling.
Index Terms:
statistical databases, Estimation, expert systems, inequalities, parametric optimization, query processing, sampling, statistical computing
Citation:
N.C. Rowe, "Antisampling for Estimation: An Overview," IEEE Transactions on Software Engineering, vol. 11, no. 10, pp. 1081-1091, Oct. 1985, doi:10.1109/TSE.1985.231855
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