title: Accuracy bounds for ensembles under 0 - 1 loss.

authors: Bouckaert, Remco R.

abstract: This paper is an attempt to increase the understanding in the behavior of ensembles for discrete variables in a quantitative way.  A set of tight upper and lower bounds for the accuracy of an ensemble is presented for wide classes of ensemble algorithms, including bagging and boosting.  The ensemble accuracy is expressed in terms of the accuracies of the members of the ensemble. 
Since those bounds represent best and worst case behavior only, we study typical behavior as well, and discuss its properties.  A parameterised bound is presented which describes ensemble bahavior as a mixture of dependent base classifier and independent base classifier areas.  Some empirical results are presented to support our conclusions.

text: Accuracy bounds for ensembles under 0 - 1 loss. This paper is an attempt to increase the understanding in the behavior of ensembles for discrete variables in a quantitative way.  A set of tight upper and lower bounds for the accuracy of an ensemble is presented for wide classes of ensemble algorithms, including bagging and boosting.  The ensemble accuracy is expressed in terms of the accuracies of the members of the ensemble. 
Since those bounds represent best and worst case behavior only, we study typical behavior as well, and discuss its properties.  A parameterised bound is presented which describes ensemble bahavior as a mixture of dependent base classifier and independent base classifier areas.  Some empirical results are presented to support our conclusions.

year: 2002-06-01

title: "Schema" in theories of truth

authors: Ulatowski, Joseph W.

abstract: This brief summary of “schema” aims to help novices better appreciate what a schema is, how it is used, and why it is important for theories of truth. The summary should not be interpreted as replacing original work on “schema;” rather, it is meant to serve as a supplement for students who are unfamiliar with schema in philosophy or mathematics. For a more detailed account, I encourage interested readers to read Corcoran (2006) and Corcoran and Hamid (2016).

text: "Schema" in theories of truth This brief summary of “schema” aims to help novices better appreciate what a schema is, how it is used, and why it is important for theories of truth. The summary should not be interpreted as replacing original work on “schema;” rather, it is meant to serve as a supplement for students who are unfamiliar with schema in philosophy or mathematics. For a more detailed account, I encourage interested readers to read Corcoran (2006) and Corcoran and Hamid (2016).

year: 2021

title: E kui Rāwinia

authors: Maxwell, Te Kahautu

subjects: Waiata tangi

abstract: He waiata tangi tēnei mō Rāwinia Te Kani he uri nō Te Whakatōhea.  I whānau mai a Rāwinia ki roto o Ngāti Rua he hapū nō Te Whakatōhea, i pakeke mai ia ki roto o Ngāti Rua ki Ōmarumutu, ā, i kuraina ia ki reira.  He wahine rongonui a Rāwinia ki roto o Tūranga i moe ia i a Tokorua Te Kani he ariki nō roto o Tūranga.  Hoi anō he wahine haka a Rāwinia he kuia tāngia ki te moko kauae me te tautoko i ngā mokopū wānanga puta i te motu.  He waiata tangi tēnei mōna nā tana iwi a Te Whakatōhea.

text: E kui Rāwinia He waiata tangi tēnei mō Rāwinia Te Kani he uri nō Te Whakatōhea.  I whānau mai a Rāwinia ki roto o Ngāti Rua he hapū nō Te Whakatōhea, i pakeke mai ia ki roto o Ngāti Rua ki Ōmarumutu, ā, i kuraina ia ki reira.  He wahine rongonui a Rāwinia ki roto o Tūranga i moe ia i a Tokorua Te Kani he ariki nō roto o Tūranga.  Hoi anō he wahine haka a Rāwinia he kuia tāngia ki te moko kauae me te tautoko i ngā mokopū wānanga puta i te motu.  He waiata tangi tēnei mōna nā tana iwi a Te Whakatōhea.

year: 2016