1975
DOI: 10.1021/ac60352a047
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Computer program for the retrieval and assignment of chemical environments and shifts to facilitate interpretation of carbon-13 nuclear magnetic resonance spectra

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1976
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Cited by 38 publications
(15 citation statements)
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“…Although massively influential in the development of expert systems in general, DEN-DRAL was never as successful in practice as some of its proponents claimed [146]. However, the techniques that were developed for generating structures have proved to be of widespread applicability, and systems based on a range of types of spectral data (including not just mass spectra but also nuclear magnetic resonance and infra-red spectroscopy) are widely used [149], as are systems for searching databases of spectra [150][151][152].…”
Section: Knowledge-based Systemsmentioning
confidence: 99%
See 1 more Smart Citation
“…Although massively influential in the development of expert systems in general, DEN-DRAL was never as successful in practice as some of its proponents claimed [146]. However, the techniques that were developed for generating structures have proved to be of widespread applicability, and systems based on a range of types of spectral data (including not just mass spectra but also nuclear magnetic resonance and infra-red spectroscopy) are widely used [149], as are systems for searching databases of spectra [150][151][152].…”
Section: Knowledge-based Systemsmentioning
confidence: 99%
“…Although massively influential in the development of expert systems in general, DENDRAL was never as successful in practice as some of its proponents claimed [146]. However, the techniques that were developed for generating structures have proved to be of widespread applicability, and systems based on a range of types of spectral data (including not just mass spectra but also nuclear magnetic resonance and infra-red spectroscopy) are widely used [149], as are systems for searching databases of spectra [150][151][152].Another application of expert systems to structural chemistry is the area of computer-aided synthesis design (CASD), as reviewed recently by Ott [153]. CASD was first suggested as a possible area of research in Vleduts' 1963 paper on automatic reaction indexing that has been mentioned in Section 5 above [33].…”
mentioning
confidence: 99%
“…Observed chemical shifts can be used (13) to search through the CNMR file to retrieve all the spectra that have the same shift or shifts. A typical search of this sort is shown in Fig.…”
Section: Carbon-13 Nuclear Magnetic Resonance Search System (Cnmr)mentioning
confidence: 99%
“…As a result, a number of such techniques have been the subject of recent investigation by both ourselves and others. These methods fall into the three broad categories of: parametric methods (which, in general, have relied on the development of linear additivity parameters) (14-19); heuristic methods (1)(2)(3)(4)20); and the use of similarity measures (of which, we consider spectral search systems to be one example) (12,14,21). The present results bear on the relative efficacy of learning machine (heuristic) interpretation of spectra as opposed to use of empirical peak occurrence probabilities for structural characterization via either Bayes or maximum likelihood classifiers.…”
mentioning
confidence: 99%