Still, a comprehensive comparison with other classification methods in 2006 showed that Bayes classification is outperformed by more current approaches, such as boosted trees or random forests.

As Malkiel has shown, over the 30 years ( to 1996 ) more than two-thirds of professional portfolio managers have been outperformed by the S & P 500 Index ( and, more to the point, there is little correlation between those who outperform in one year and those who outperform in the next.

However, he found that the PlayStation 2 port was only " an okay job " that resulted in quality that was " considerably less easy on the eye ", and asserted that it is outperformed by more powerful platforms.

In his final year as Treasurer ( 2008 ), the funds outperformed their peer average by more than 900 basis points.

It was manufactured between 1942 and 1947, from the six and junior eight, to the Super-8, where it cost more than and outperformed corresponding Cadillacs.

Lucy always felt that Lois outperformed her, overshadowed her and was more loved by their father.

Cyrix used a PR rating ( Performance Rating ) to relate their performance to the Intel P5 Pentium ( pre-P55C ), because a 6x86 at a lower clock rate outperformed the higher-clocked P5 Pentium.

Over time, however, the FEHB program has outperformed original Medicare not only in cost control, but also in benefit improvement, enrollee service, fraud prevention, and avoidance of " pork barrel " spending and earmarks.

In the United States, indexed funds have outperformed the majority of active managers, especially as the fees they charge are very much lower than active managers.

These actions often denote that the favored home team is being outperformed by, or has lost to the much less-favored road team.

Mindful of how much Alonso had outperformed him in, Trulli improved markedly the next year.

For example, if females skilled in math are told a test is " gender neutral " they achieve high scores, but if they are told males outperformed females in the past, the females will do much worse.

Another is that between January 2000 and December 2009 the hedge funds outperformed other investments were significantly less volatile, with stocks falling − 2. 62 % per year over the decade and hedge funds rising + 6. 54 %.

El Paso hospitals, despite spending significantly less, outperformed McAllen hospitals on 23 of 25 health indicators.

The 740 slightly outperformed the Pentium II while consuming far less power and with a smaller die.

This chipset outperformed the older RIVA TNT while being less costly to produce.

Sega still outperformed Nintendo in overall holiday sales, but 500, 000 copies of Donkey Kong Country that Nintendo sent out in its initial shipment were mostly sold in pre order, and the rest sold out in less than one week.

Apple then introduced Macs using the PowerPC 750 ( or G3 ) which they claimed outperformed Pentium IIs while consuming less power.

The 11 / 74 was cancelled because of concern for its field maintainability, though employees believed the real reason was that it outperformed the 11 / 780 ( see, for example ) and would inhibit its sales.

The first televised debate of 1960 was held in West Virginia, and Kennedy outperformed Humphrey.

It was outperformed one year later by the 36-inch ( 91-cm ) refractor at the Lick Observatory at University of California, Santa Cruz.

From an economic perspective, the Republic of the United Provinces completely outperformed all expectations ; it was a surprise to many that a nation not based on the church or on a single royal leader could be so successful.

McMahon lost his nerve, and in the December 1972 election campaign, he was outperformed by Whitlam and subjected to further humiliation in the press.

Although over-the-beach supply operations outperformed expectations, September saw deteriorating weather and rising seas and the end of their usefulness was clearly in sight.

The South African army was using older weapons, notably the British WWII Ordnance QF 25 pounder, that were completely outperformed by Soviet-supplied artillery during the Operation Savannah in 1975 – 1976, which completely shut down their offensive and resulted in a rout.

The G200 offered competent 3D performance for the first time, but was released shortly before a new generation of cards from Nvidia and ATI which completely outperformed it.

The movie outperformed the original with a total of $ 16. 5 million at its opening weekend but critical reaction towards the film was largely disappointing, with film review site Rotten Tomatoes calculating a poor rating of 7 % based on 46 reviews.

The crowd of 9, 023 at the Civic Arena in Pittsburgh gave Robinson several standing ovations, even while he was being thoroughly outperformed by Archer.

In fact, the 6x86 processor was clocked at a significantly lower speed than the Pentium counterpart it outperformed.

The PR nomenclature was controversial because while Cyrix's chips generally outperformed Intel's when running productivity applications, on a clock-for-clock basis its chips were slower for floating point operations, so the PR system broke down when running the newest games.

" Burke's version was released just prior to Dylan's own single release, and outperformed it on the charts.

In practice the Bf 110 was only capable of using this combination of features for a short time ; it served well against the Hawker Hurricane during the Battle of France, but was easily outperformed by the Supermarine Spitfire during the Battle of Britain ( also in terms of maximum speed ).

Compared to RISC microprocessors, the Pentium Pro, when introduced, slightly outperformed the fastest RISC microprocessors on integer performance when running the SPECint95 benchmark, but floating-point performance was significantly lower, half of some RISC microprocessors.

Pipelining was a major feature of Seymour Cray's groundbreaking design, the CDC 7600, which outperformed almost all other machines by about ten times when it was introduced.

As a compact and versatile motherboard, the Gossamer board was originally designed to be able to support both the high-end PowerPC 604e and the new PowerPC G3, but when initial tests found that the cheaper G3 outperformed the 604e in many tests, this functionality was removed and Apple's 604e-based systems died a quiet death.

However, the Air Ministry specification stipulated a number of other requirements of the aircraft, that it should be able to function as a troop transport for instance, and an upper limit on wingspan, that meant it was relegated as newer designs outperformed it.

* Article ' Mission " Foxbat ': 30 years past when CIA spy Belenko steal the outperformed Russian MiG-25P plane " () ( Claiming Belenko was a CIA mole.

However, ATI's Radeon 8500LE was somewhat cheaper than the Ti4400, and outperformed its price competitors, the GeForce 3 Ti200 and GeForce4 MX 460.

In May 2006, a CNN poll comparing Clinton's job performance with that of his successor, George W. Bush, found that a strong majority of respondents said Clinton outperformed Bush in six different areas questioned.

Consisting of only 44, 420 transistors ( compared with averages of about 100, 000 in newer CISC designs of the era ) RISC-I had only 32 instructions, and yet completely outperformed any other single-chip design.

Combined with the faster switching speeds of the silicon transistors, the new CPU design easily outperformed everything then available.

In various studies, authors have claimed that neural networks used for generating trading signals given various technical and fundamental inputs have significantly outperformed buy-hold strategies as well as traditional linear technical analysis methods when combined with rule-based expert systems.

" The proposed design would have been built with either point-contact transistors or surface barrier transistors, both likely to be soon outperformed by the then newly invented diffusion transistors.

Evaluated with respect to known knowledge, an uninformed ( unsupervised ) method will easily be outperformed by supervised methods, while in a typical KDD task, supervised methods cannot be used due to the unavailability of training data.

The team which recently won over a pure tit for tat team outperformed it with some of their algorithms because they submitted multiple algorithms which would recognize each other and assume a master and slave relationship ( one algorithm would " sacrifice " itself and obtain a very poor result for the other algorithm to be able to outperform tit for tat on an individual basis, but not as a pair or group ).

In 1905, the British Cunard Line fitted its liner Carmania with steam turbines with which it outperformed its near-identical sister Caronia, powered by triple-expansion steam engines.

The trade ended up working out for both teams, as Eric Hinske statistically outperformed Koch in his first season with the Jays while Oakland proved to be a good fit for closer Koch.

Its real-life performance compared with other convex hull algorithms is favorable when n is small or h is expected to be very small with respect to n. In general cases the algorithm is outperformed by many others.

( Another reason was that the new French De Bange field artillery, now equipped with breach loaders after the lessons of the 1870 war, both outnumbered and outperformed the Krupp C73s in their rate of fire.

When equipped with Kontakt-5 ERA the T-90 could not be penetrated by any of the APFSDS or ATGM used during the trial and outperformed a T-80U which also took part.

In experiments performed on a database of over 2000 photographs, the computer consistently outperformed humans when presented with the same recognition tasks ( Bledsoe 1968 ).

By about 1997, the system developed by Christoph von der Malsburg and graduate students of the University of Bochum in Germany and the University of Southern California in the United States outperformed most systems with those of Massachusetts Institute of Technology and the University of Maryland rated next.

The C models easily outperformed the A's and B's, with the added advantage that they were interchangeable and could be built up in order to fit any needed payload requirement.

According to a study by Florida Solar Energy Center, a white tile or white metal cool roof can outperform traditional black shingle roof with a radiant barrier in the attic, but the black shingle roof with radiant barrier outperformed the red tile cool roof.