Page 225 - Building Big Data Applications
P. 225

Index  225


                  business metadata, 159e160                 data complexity, 99
                  contextual metadata, 160                     analytics, 101
                  core business metadata, 160e161              attribution process, 104
                  cost impact, 159                             big data algorithms, 102e103
                  database changes, 158                        business teams’ rules, 104
                  definition, 157                               data discovery process, 103
                  infrastructure metadata, 160                 data exploration, 103e104
                  operational metadata, 161                    data formulation, 101
                  process design level metadata, 160           data streaming, 103
                  program level metadata, 160                  feedback and loops, 99e100
                  source, 159                                  initial sensitivity, 100
                  technical metadata, 159                      methodology, 102, 102f
                  value of, 157                                microbatch processing, 102e103
                 Metastore, Hive architecture, 50              native stream processing, 102e103
                 Microbatch processing, 102e103                nonlinear relationship, 100
                 Minimal incremental effect, 106               system self-adaptability, 100
                 Monit, 188                                    volume vs. granularity, 100, 101f
                                                             data transformation
                 N                                             big data applications, 107
                 Nagios, 186                                   data architecture, 105
                 NameNode, 28                                  data collaboration, 108
                 Native stream processing, 102e103             drug discovery, 105e106, 107f
                 Neural networks, 143                          integrations and business rules,
                 Next Generation Sequencing (NGS)               104e105
                      research, 110                            microservice architecture, 105
                 Node Manager, 36                              research and drug outcomes, 108
                 Not-only-SQL (NoSQL) database, 9,             social media integration, 109
                      57e58                                  distributed data processing, 99
                 Novartis Institutes for Biomedical Research  healthcare system benefits, 109e110
                      (NIBR), 110                          Phi Accrual Failure Detection algorithm,
                                                                67e68
                 O                                         Pig Latin
                 OLAP metadata, 161                          common command, 44e46
                 Omni-Purpose Apparatus for LEP (OPAL),      data types, 44
                      89                                     design goals, 43
                 Online transaction processing (OLTP), 77    high-level language, 43
                 Oozie, 54                                   program flow, 44
                 Operational metadata, 161                   program running, 44
                 Ordered preserving partitioners, 67         programming, 43e44
                 OverOps, 187                              Predictive analytical models, 121
                                                           Predictive analytics, 153e154
                 P                                         Prescriptive analytics, 153
                 PagerDuty, 185                            Process design level metadata, 160
                 Pharmacy industry applications            Program level metadata, 160
                  case study, 110e111                      Puppet Enterprise, 189
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